@Comment(BIBTEMPLATE .) @Comment(BIBREFERENCES stdalphabetic) @Comment{BIBSEPARATORS ",;"} @unpublished ( ABHYANKAR87, key = "Abhyankar \& Kashyap" , author = "Abhyankar, R. B. and Kashyap, R. L." , title = "{I}ncomplete {I}nformation and the {R}elational {M}odel of {D}ata" , note = "Submitted to SIGMOD 87" , ) @inproceedings ( ABITEBOUL85A, key = "Abiteboul" , author = "Abiteboul, S. and Grahne, G." , title = "{U}pdate semantics for incomplete databases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Stockholm, Sweden" , month = "August" , year = "1985" , pages = "1--12" , abstract= "A database containing some incomplete information is viewed as a set of possible states of the real world. The semantics of updates is given based on simple set operations on the set of states. Some basic results concerning the capabilities of known models of incomplete databases to handle updates are exhibited." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ABITEBOUL87A, key = "Abiteboul et al." , author = "Abiteboul, S. and Kanellakis, P. and Grahne, G." , title = "{O}n the {R}epresentation and {Q}uerying of {S}ets of {P}ossible {W}orlds" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , organization= "Association for Computing Machinery" , publisher= "ACM Press" , address = "San Francisco, CA" , editor = "Dayal, U. and Traiger, I." , month = "May" , year = "1987" , pages = "34--48" , abstract= "We represent a set of possible worlds using an incomplete information database. The representation techniques that we study form a hierarchy, which generalizes relations of constants. This hierarchy ranges from the very simple Codd-table, (i.e., a relation of constants and distinct variables called nulls, which stand for values present but unknown), to much more complex mechanisms involving views on conditioned-tables, (i.e., queries on Codd-tables together with conditions.) The views we consider are the queries that have polynomial data-complexity on complete information databases. Our conditions are conjunctions of equalities and inequalities. (1) We provide matching upper and lower bounds on the data-complexity of testing containment, membership, and uniqueness for sets of possible worlds and we fully classify these problems with respect to our representation hierarchy. The most surprising result in this classification is that: it is complete in $\{Pi_2}^{p}$, whether a set of possible worlds represented by a Codd-table with one conjunction of inequalities. (2) We investigate the data-complexity of querying incomplete information databases. We examine both asking for certain facts and for possible facts. Our approach is algebraic but our bounds also apply to logical databases. We show that asking for a certain fact is coNP-complete, even for a fixed first order query on a Codd-table. We thus strengthen a lower bound of [16], who showed that this holds for a Codd-table with a conjunction of inequalities. For each fixed positive existential query we present a polynomial algorithm solving the bounded possible fact problem of this query on conditioned-tables. We show that our approach is, in a sense, the best possible, by deriving two NP-completeness lower bounds for the bounded possible fact problem: when the fixed query contains either negation or recursion." , bibdate = "Fri Jul 24 14:17:36 1987" , owner = "manning" , ) @article ( ABITEBOUL91, key = "Abiteboul et al." , author = "Abiteboul, S. and Kanellakis, P. and Grahne, G." , title = "{O}n the {R}epresentation and {Q}uerying of {S}ets of {P}ossible {W}orlds" , journal = "Theoretical Computer Science" , volume = "78" , number = "1" , month = "January" , year = "1991" , pages = "159--187" , abstract= "We represent a set of possible worlds using an incomplete information database. The representation techniques that we study ranges from the very simple Codd-table, (i.e., a relation of constants and uniquely occurring variables called nulls), to much more complex mechanisms involving views on conditioned-tables (programs applied to Codd-tables augmented by equality and inequality conditions). (1) We provide matching upper and lower bounds on the data-complexity of testing containment, membership, and uniqueness for sets of possible worlds. We fully classify these problems with respect to our representations. (2) We investigate the data-complexity of querying incomplete information databases for both possible and certain facts. For each fixed positive existential query on conditioned-tables we present a polynomial time algorithm solving the possible fact problem. We match this upper bound by two NP-completeness lower bounds, when the fixed query contains either negation or recursion and is applied to Codd-tables. We show that asking for a certain fact is coNP-complete, even for a fixed first order query applied to a Codd-table." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( ANFINDSEN92, key = "Anfindsen" , author = "Anfindsen, O. J." , title = "{M}ultivalued {L}ogic and {D}atabase {S}ystems" , type = "TR" , number = "R 41/92" , institution= "Norwegian Telecom Research" , year = "1992" , month = "October" , abstract= "to enter" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ANVARI84, key = "Anvari \& Rose" , author = "Anvari, M. and Rose, G. F." , title = "{F}uzzy {R}elational {D}atabases" , booktitle= "Proceedings of the 1st International Conference on Fuzzy Information Processing" , address = "Kuaui, HI" , year = "1984" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( ANVARI87, key = "Anvari \& Rose" , author = "Anvari, M. and Rose, G. F." , title = "{F}uzzy {R}elational {D}atabases" , booktitle= "Analysis of Fuzzy Information" , pages = "203--212" , volume = "2" , year = "1987" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ANWAR92B, key = "Anwar et al." , author = "Anwar, T. M. and Beck, H. W. and Navathe, S. B." , title = "{K}nowledge {M}ining by {I}mprecise {Q}uerying: {A} {C}lassification-based {S}ystem" , booktitle= "Proceedings of the International Conference on Data Engineering" , address = "Tempe, AZ" , month = "February" , year = "1992" , pages = "622--630" , abstract= "Knowledge mining is the process of discovering new knowledge that is hitherto unknown. Users with a lack of knowledge of database schemas engage in the process of knowledge mining by posing imprecise queries. An approach to knowledge mining by imprecise querying is presented that utilizes conceptual clustering techniques. In contrast to numeric or fuzzy set approaches which ultimately rely on some distance metric and threshold to processing such queries, conceptual clustering retrieves instances which are structurally, semantically, and pragmatically similar to the query even though they may not match the requirements exactly. The query processor has both a deductive and inductive component. The deductive component finds precise matches in the traditional sense, and the inductive component identifies ways in which imprecise matches may be considered similar. Ranking on similarity is done using the database taxonomy, by which similar instances become members of the same class. Relative similarity is determined by depth in the taxonomy. The conceptual clustering algorithm, its use in query processing and an example are presented." , bibdate = "Fri Sep 4 22:04:09 1992" , owner = "leoso" , ) @article ( ARRAZOLA89, key = "Arrazola et al." , author = "Arrazola, I. and Plainfosse, A. and Prade, H. and Testemale, C." , title = "{E}xtrapolation of fuzzy values from incomplete data bases" , journal = "Information Sciences" , volume = "14" , number = "6" , pages = "???--???" , year = "1989" , abstract= " This paper presents different approaches which enable a data base management system to obtain a plausible fuzzy estimate for an attribute value of an item for which the information is not explicity stored in the data base. This can be made either by a kind of analogical reasoning from information about particular items or by means of expert rules which specify the (fuzzy) sets of possible values of the attribute under consideration, for various classes of items. Another kind of expert rules enables the system to computer an estimate from the attribute value of another item provided that, in other respects, this latter item sufficiently resembles the item, the value of which we are interested in; then these expert rules are used either for controlling the analogical reasoning process or for enlarging the scope of application of the first kind of expert rules. The different approaches are discussed in the framework of possibility theory. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ATZENI87, key = "Atzeni \& DeBernardis" , author = "Atzeni, P. and DeBernardis, M. C." , title = "{A} new basis for the weak instance model" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , year = "1987" , pages = "79--86" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ATZENI89, key = "Atzeni \& Torlone" , author = "Atzeni, P. and Torlone, R." , title = "{A}pproaches to {U}pdates over {W}eak {I}nstances" , year = "1989" , booktitle= "Proc. First Symposium on Mathematical Fundamentals of Database Systems" , address = "Visegrad, Hungary" , pages = "12--23" , month = "June" , ) @article ( ATZENI90, key = "Atzeni \& DeBernardis" , author = "Atzeni, P. and DeBernardis, M. C." , title = "{N}ew {I}nterpretation for {N}ull {V}alues in the {W}eak {I}nstance {M}odel" , journal = "Journal of Computer and System Sciences" , volume = "41" , number = "1" , month = "August" , year = "1990" , pages = "25--43" , abstract= " A new definition of the weak instance model for relational databases is presented, which does not consider the missing values as existent though unknown, but just assumes that no information is available about them. It is possible to associate with the new definition logical theories that do not contain existentially quantified variables. The new model enjoys various desirable properties of the classic weak instance model, with respect to dependency satisfaction, query answering, and associated logical theories. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inbook ( ATZENI93, key = "Atzeni \& Antonellis" , author = "Atzeni, P. and De Antonellis, V." , title = "{T}he {T}heory of {N}ull {V}alues" , booktitle= "Relational Database Theory" , chapter = "6" , abstract= "none" , publisher= "The Benjamin/Cummings Publishing Company, Inc." , year = "1993" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BABAD84, key = "Babad \& Hoffer" , author = "Babad, Y. M. and Hoffer, J. A." , title = "{E}ven no data has a value" , year = "1984" , journal = "Communications of the Association of Computing Machinery" , volume = "27" , pages = "748--756" , number = "8" , ) @article ( BALDWIN84, key = "Baldwin \& Zhou" , author = "Baldwin, J. F. and Zhou, S. Q." , title = "{A} {F}uzzy {R}elational {I}nference {L}anguage" , journal = "Fuzzy Sets \& Systems" , volume = "14" , year = "1984" , pages = "155--174" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( BARBARA89, key = "Barbar\'{a} et al." , author = "Barbar\'{a}, D. and Garc\'{\i}a--Molina, H. and Porter, D." , title = "{A} {P}robabilistic {R}elational {D}ata {M}odel" , type = "TR" , number = "215--89" , institution= "Princeton University" , year = "1989" , month = "January" , abstract= "It is often desirable to represent in a database entities whose properties cannot be deterministically classified. We develop a new data model that includes probabilities associated with the values of the attributes. The notion of missing probabilities is introduced for partially specified probability distributions. This new model offers a richer descriptive language allowing the database to more accurately reflect the uncertain real world. Probabilistic analogs to the basic relational operators are defined and their correctness is studied." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BARBARA90, key = "Barbar\'{a} et al." , author = "Barbar\'{a}, D. and Garc\'{\i}a--Molina, H. and Porter, D." , title = "{A} {P}robabilistic {R}elational {D}ata {M}odel" , booktitle= "Proceedings of the International Conference on Extending Database Technology: Advances in Database Technology --- EDBT '90" , address = "Venice, Italy" , month = "March" , year = "1990" , pages = "60--74" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BARBARA92, key = "Barbar\'{a} et al." , author = "Barbar\'{a}, D. and Garc\'{\i}a--Molina, H. and Porter, D." , title = "{T}he {M}anagement of {P}robabilistic {D}ata" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "4" , number = "5" , month = "October" , year = "1992" , pages = "487--502" , abstract= " " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @book ( BEZDEK87, key = "Bezdek" , author = "Bezdek" , title = "{A}nalysis of {F}uzzy {I}nformation (3-volume set)" , publisher= "CRC Press" , year = "1987" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BISKUP79, key = "Biskup" , author = "Biskup, J." , title = "{A} formal approach to null values in database relations" , booktitle= "Workshop: Formal Bases for Databases" , editor = "H. Gallaire and J.M. Nicolas" , address = "Toulouse, France" , month = "December" , year = "1979" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( BISKUP81, key = "Biskup" , author = "Biskup, J." , title = "{A} {F}ormal {A}pproach to {N}ull {V}alues in {D}atabase {R}elations" , booktitle= "Advances in Data Base Theory" , editor = "H. Gallaire and J. Minker and J. Nicolas" , publisher= "Plenum Press" , address = "New York" , year = "1981" , volume = "1" , pages = "299--341" , abstract= "We study the problem of null values. By this we mean that an attribute is applicable but its value at present is unknown and also that an attribute is applicable but its value is arbitrary. We adopt the view that tuples denote statements of predicate logic about database relations. Then, a null value of the first kind, respectively second kind,, corresponds to an existentially quantified variable, respectively universally quantified variable. For instance if $r$ is a database relation without null values and $X$ is a range declaration for $r$ then the tuple $(a,\forall,b,\exists)\ismember R$ is intended to mean ``there exists an $x\ismember X$ such that for all $y\ismember X: (a,y,b,x)\ismember r$''. We extend basic operations of the well-known relational algebra to relations with null values. Using formal notions of correctness and completeness (adapted from predicate logic) we show that our extensions are meaningful and natural. Furthermore we reexamine the generalized join within our framework. Finally we investigate the algebraic structure of the class of relations with null values under a partial ordering which can be interpreted as a kind of logical implication." , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @article ( BISKUP83, key = "Biskup" , author = "Biskup, J." , title = "{A} {F}oundation {O}f {C}odd's {R}elational {M}aybe-{O}perations" , journal = "ACM Transactions on Database Systems" , volume = "8" , number = "4" , month = "December" , year = "1983" , pages = "608--636" , keywords= "Relational database; null value; maybe-tuple, closed world assumption; open world assumption; representation; information content; redundancy; relational algebra; negative information" , abstract= "Database relations which possibly contain maybe-tuples and null values are formally interpreted by our notion of representation, which uses classical notions of predicate logic, elaborates Codd's proposal of maybe-tuples, and adopts Reiter's concept of a closed world. Precise notions of information content and redundancy, associated with our notion of representation, are investigated. Extensions of the relational algebra to relations with maybe-tuples and null values are proposed. Our extensions are essentially Codd's, with some modifications. It is proved that these extensions have natural properties which are formally stated as being adequate and restricted. By the treatment of difference and division, our formal framework can be used even for operations that require ``negative information.'' Finally, extensions of update operations are discussed." , annote = "Biskup summarizes Lipski's work as observing that besides the two extreme cases in which we know either everything or nothing about a value, there is also the general case in which we have partial information on a value-more precisely, in which we know that the value is an element of some set. Vassiliou also treats another null value, meaning ``attribute not applicable'' or ``inconsistent''. Both approaches are seen too impractical due to the high computational complexity of the query evaluation algorithms. Codd's proposal can be implemented within the framework of a common relational database system, without substantially increasing the complexity of the basic algorithms." , bibdate = "Fri Feb 8 16:18:31 1985" , ) @article ( BISKUP84, key = "Biskup" , author = "Biskup, J." , title = "{E}xtending the relational algebra for relations with maybe tuples and existential and universal null values" , journal = "Fundamenta Informatic\ae" , volume = "VII" , number = "1" , year = "1984" , pages = "129--150" , keywords= "do not have article " , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BOLLOJU90, key = "Bolloju" , author = "Bolloju, N" , title = "{M}odelling of {I}mprecise and {U}ncertain {I}nformation" , booktitle= "Proc. Conf. on Management of Data (COMAN '90)" , address = "New Delhi, India" , month = "December" , year = "1990" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BORGIDA85A, key = "Borgida" , author = "Borgida, A." , title = "{L}anguage features for flexible handling of exceptions in information systems" , year = "1985" , journal = "ACM Transactions on Database Systems" , volume = "10" , pages = "565--603" , number = "4" , ) @inproceedings ( BORGIDA85B, key = "Borgida \& Williamson" , author = "Borgida, A. and Williamson, K. E." , title = "{A}ccommodating exceptions in databases, and refining the schema by learning from them" , year = "1985" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Stockholm" , ) @inproceedings ( BORGIDA89, key = "Borgida \& Etherington" , author = "Borgida, A. and Etherington, D." , title = "{H}ierarchical {K}nowledge {B}ases and {E}fficient {D}isjunctive {R}easoning" , year = "1989" , pages = "33--43" , booktitle= "Proc. First International Conference on Principles of Knowledge Representation and Reasoning" , address = "Toronto" , month = "May" , ) @article ( BOSC88, key = "Bosc et al." , author = "Bosc, P. and Galibourg, M. and Hamon, G." , title = "{F}uzzy {Q}uerying with {SQL}: {E}xtensions and {I}mplementation {A}spects" , journal = "Fuzzy Sets \& Systems" , volume = "28" , year = "1988" , pages = "333--349" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BOSC89, key = "Bosc \& Galibourg" , author = "Bosc, P. and Galibourg, M." , title = "{I}ndexing principles for a fuzzy data base" , journal = "Information Sciences" , volume = "14" , number = "6" , pages = "493--???" , year = "1989" , abstract= " Up to now, many theoretical works about fuzzy databases have been defined by designing some extension of the relational model. Our purpose is to discuss some implementation aspects related to these databases. This point of view does not seem to be a usual concern of such systems, whereas it is of prime importance with respect to their future performances. We focus on the evaluation of a class of queries, called mono-attribute restrictions. We show how some basic principles can be applied to improve such a 'fuzzy associative' retrieval, by means of an indexing-like access method. Lastly, some implementation solutions are presented. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BOSC90, key = "Bosc \& Pivert" , author = "Bosc, P. and Pivert, O." , title = "{S}ome {A}lgorithms for {E}valuating {F}uzzy {R}elational {Q}ueries" , booktitle= "Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems" , year = "1990" , pages = "431--442" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BOSC91, key = "Bosc \& Pivert" , author = "Bosc, P. and Pivert, O." , title = "{A}bout {E}quivalences in {SQL}f, a {R}elational {L}anguage {S}upporting {I}mprecise {Q}uerying" , booktitle= "Proc. International Fuzzy Engineering Symposium" , address = "Yokohama, Japan" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BOSC92A, key = "Bosc \& Pivert" , author = "Bosc, P. and Pivert, O." , title = "{S}ome {P}roperties of {A}lpha-{C}uts of {F}uzzy {P}redicates" , booktitle= "Proc 11th European Meeting on Cybernetics and Systems Research" , address = "Vienna, Austria" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BOSC92B, key = "Bosc \& Pivert" , author = "Bosc, P. and Pivert, O." , title = "{O}n the {E}valuation of {F}uzzy {Q}uantified {Q}ueries in a {D}atabase {M}anagement {S}ystem" , booktitle= "Proceedings of the North American Fuzzy Information Society" , year = "1992" , month = "December" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BOWERS84, key = "Bowers" , author = "Bowers, D. S." , title = "{A} database architecture for aggregate-incomplete data" , year = "1984" , journal = "The Computer Journal" , volume = "27" , number = "4" , pages = "294--300" , ) @inproceedings ( BREWKA90, key = "Brewka" , author = "Brewka, G." , title = "{H}andling {I}ncomplete {K}nowledge in {A}rtificial {I}ntelligence" , booktitle= "Information Systems and Artificial Intelligence: Integration Aspects" , address = "Berlin" , editor = "Kargiannis, D." , month = "Mar" , year = "1990" , pages = "11--29" , abstract= "In this paper we first discuss the important role of nonmonotonic reasoning for Artificial Intelligence. After presenting some simple forms of nonmonotonicity as they arise in various well-known AI systems we present in Section 2 some of the most important existing nonmonotonic logics: McCarthy's circumscription, Moore's autoepistemic logic, and Reiter's default logic. Section 3 examines an approach in which default reasoning is reduced to reasoning in the presence of inconsistent information. The approach is based on the notion of preferred maximal consistent subsets. It is shown that these preferred subsets can be defined in such a way that it is possibly (sic) to represent priorities between defaults adequately. Section 4 briefly discusses the problem of implementing nonmonotonic systems." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @techreport ( BROWN90, key = "Brown \& Markert" , author = "Brown, D. E. and Markert, W. J." , title = "{U}ncertainty {M}anagement with {I}mprecise {K}nowledge with {A}pplication to {D}esign" , type = "IPC-TR-" , number = "90-001" , institution= "University of Virginia" , year = "1990" , month = "January" , abstract= "Uncertainty management is critical to the effective use of knowledge-based systems in a wide variety of domains. Design is typical of these domains in that the implementation of a design in an artifact, the future environment for the artifact, and the component characteristics of the artifact are all uncertain. Existing probabilistic schemes to address the inherent uncertainty in areas like design assume precise knowledge of the probabilities of relevant events. This paper defines a probabilistic method for uncertainty management with imprecise inputs. The approach combines Bayesian inference networks and information theoretic inference procedures. The resulting scheme manages both imprecision and uncertainty in the problem domain. An application of the approach to material design is described." , bibdate = "Wed Apr 1 15:20:41 1992" , owner = "curtis" , ) @article ( BRUDNO88, key = "Brudno" , author = "Brudno, V. A." , title = "{E}stimating the unknown values in a database with incomplete information" , journal = "Automation and Remote Control" , volume = "49" , number = "1" , month = "January" , year = "1988" , pages = "114--119" , abstract= "do not have article TJ 212 A73" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BRUDNO89, key = "Brudno" , author = "Brudno, V. A." , title = "{V}aluations in {I}ncomplete {I}nformation {D}atabases" , journal = "Information Sciences" , volume = "47" , year = "1989" , pages = "389--398" , abstract= "Two types of valuations for a query expression in a relational database with incomplete tuples (values of some attributes missing) are presented. Valuations are computed at the intentional level as consequences of given integrity constraints." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUCKLES82, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{A} fuzzy representation of data for relational databases" , journal = "Fuzzy Sets and Systems" , volume = "7" , number = "3" , month = "May" , year = "1982" , pages = "213--226" , keywords= "do not have article " , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( BUCKLES82A, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{F}uzzy databases and their applications" , booktitle= "Fuzzy Information and Decision Processes" , editor = "M.M. Gupta and E. Sanchez" , publisher= "North-Holland" , address = "Amsterdam" , year = "1982" , pages = "361--371" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUCKLES82B, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{S}ecurity and {F}uzzy {D}atabases" , booktitle= "IEEE 1982 Proc. of the Int. Conf. on Cybernetics and Society" , year = "1982" , pages = "213--226" , abstract= "do not have " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUCKLES83, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{I}nformation {T}heoretical {C}haracterization of {F}uzzy {R}elational {D}atabases" , journal = "IEEE Transactions on Systems, Man and Cybernetics" , volume = "SMC-13" , number = "1" , year = "1983" , pages = "74--77" , abstract= "A fuzzy relational database is a medium capable of representing information that is inherently imprecise or is the aggregation of the subjective opinions of a number of individuals. Measuring the degree of precision or lack thereof is important for two reasons. First, if the measures themselves achieve extrema when conditions match what is intuitively recognized as maximum and minimum fuzziness, then confidence in the medium to faithfully represent the intervening range of precision is increased. Second, querying fuzzy information may result in ambiguous replies and measures of preciseness may fathom how well the query discriminated among the possible replies. Entropy measures based on the fuzzy and probabilistic attributes of databases are devloped as applied to the two ends mentioned above." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUCKLES83A, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{E}xtension of the fuzzy database with fuzzy arithmetic" , booktitle= "Proceedings of the IFAC Symposium, Fuzzy Information, Knowledge Representation and Decision Processes" , address = "Marseille, France" , month = "July" , year = "1983" , pages = "409--414" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUCKLES83B, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{Q}uery {L}anguages for {F}uzzy {D}atabases" , booktitle= "Management Decision Support Systems" , year = "1983" , pages = "241--252" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUCKLES84, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{E}xtending the fuzzy database with fuzzy numbers" , journal = "Information Science" , number = "34" , year = "1984" , pages = "145--155" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUCKLES85, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{U}ncertainty {M}odels in {I}nformation and {D}atabase {S}ystems" , journal = "Information Sciences" , volume = "11" , year = "1985" , pages = "77--87" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUCKLES86, key = "Buckles et al." , author = "Buckles, B. P. and Petry, F. E. and Sachar, H." , title = "{R}etrieval and {D}esign {C}oncepts for {S}imilarity-based ({F}uzzy) {R}elational {D}atabases" , booktitle= "Robotics and Expert Systems - 1986, Proceedings of ROBEXS'86: The Second Annual Workshop on Robotics and Expert Systems" , address = "Houston, TX" , month = "June" , year = "1986" , pages = "335--343" , abstract= "The central idea of similarity-based databases is that equivalence or identity relationships among attribute values are replaced with a measure of ``nearness'', the similarity relationship. Because separate attribute values are thus not semantically distinct entities, the functional dependencies between attributes must reflect the similarity between key attributes values. Matching operations between query terms and attribute values is inexact. The truth value of a match also uses the similarity relationship as a basis." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( BUCKLES87, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{G}eneralized {D}atabase and {I}nformation {S}ystems" , booktitle= "Analysis of Fuzzy Information" , year = "1987" , pages = "177--201" , volume = "2" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUCKLES91, key = "Buckles \& Petry" , author = "Buckles, B. P. and Petry, F. E." , title = "{T}owards a {F}uzzy {O}bject-{O}riented {D}ata {M}odel" , booktitle= "Proceedings of NAFIPS, the North American Fuzzy Info. Proc. Society `91" , month = "May" , year = "1991" , pages = "73--77" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUNEMAN87, key = "Buneman et al." , author = "Buneman, P. and Davidson, S. B. and Watters, A." , title = "{Q}uerying {I}ndependent {D}atabases" , journal = "Information Sciences" , volume = "43" , number = "1" , month = "August" , year = "1987" , pages = "170--218" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( BUNEMAN88, key = "Buneman et al." , author = "Buneman, P. and Davidson, S. B. and Watters, A." , title = "{A} {S}emantics for {C}omplex {O}bjects and {A}pproximate {Q}ueries" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , address = "Austin, TX" , month = "March" , year = "1988" , pages = "305--314" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( BUNEMAN90, key = "Buneman et al." , author = "Buneman, P. and Davidson, S. B. and Watters, A." , title = "{A} {S}emantics for {C}omplex {O}bjects and {A}pproximate {A}nswers" , journal = "Journal of Computer and System Sciences" , month = "August" , year = "1990" , pages = "170--218" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( CASEAU91, key = "Caseau" , author = "Caseau, Y." , title = "{C}onstraints in an {O}bject-{O}riented {D}eductive {D}atabase" , booktitle= "Proc. of the Int. Conf. on Deductive and Object-Oriented Databases (DOOD'91)" , address = "Munich, Germany" , month = "December" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( CAVALLO87, key = "Cavallo \& Pittarelli" , author = "Cavallo, R. and Pittarelli, M." , title = "{T}he {T}heory of {P}robabilistic {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Brighton, England" , editor = "Hammersley, P." , month = "September" , year = "1987" , pages = "71--81" , abstract= "A theory of probabilistic databases is outlined. This theory is one component of an integrated approach to data-modelling that accommodates both probabilistic and relational data. In fact, many of the results presented here were developed in the context of a framework for structural modelling of systems. Much that is fundamental to relational database theory was also developed in this context, and previous to the introduction by Codd of the relational model of data. Probabilistic databases can store types of information that cannot be represented using the relational model. Probabilistic databases may also be viewed as generalizations of relational databases; any relational database can be represented without loss of information by a probabilistic database. A number of relational database concepts are shown to have probabilistic counterparts. In many cases, it is preferable to deal with the probabilistic formulation of a concept even when applying it to a relational database. For example, we define a new project-join mapping for relational databases that is based on transforming a relational to a probabilistic database. This mapping is shown to have more fixed points than the standard one." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @article ( CHAN93, key = "Chan" , author = "Chan, E." , title = "{A} {P}ossible {W}orld {S}emantics for {D}isjunctive {D}atabases" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "5" , number = "2" , month = "April" , year = "1993" , pages = "282--292" , abstract= "We investigate the fundamental problem of when a ground atom in a disjunctive database is assumed false. There are basically two different approaches for inferring negative information for disjunctive databases; they are Minker's Generalized Closed World Assumption (GCWA) and Ross and Topor's Disjunctive Database Rule (DDR). A problem with the GCWA is that disjunctive clauses are sometimes interpreted exclusively, even when they are intended for inclusive interpretation. On the other hand, the DDR always interprets disjunctive clauses inclusively. We argue that neither approach is satisfactory. Whether a disjunctive clause is interpreted exclusively or inclusively should be specified explicitly. Negative information should then be inferred according to the stated intent of the disjunctive clauses. A database semantics called PWS is proposed to solve the aforementioned problem. We also show that for propositional databases with no negative clauses, the problem of determining if a negative ground literal is inferred under the GCWA is co-NP-hard, while the same problem can be solved efficiently under the DDR and PWS. However, in the general case, the problem becomes co-NP-complete for the DDR and PWS. Relationships among GCWA, DDR, and PWS are highlighted. In general, disjunctive clauses are interpreted inclusively under the DDR and unpredictably under the GCWA. We also characterize when the GCWA interprets disjunctive clauses exclusively. Throughout this paper, we assume that both the head and the body of a clause consists of atoms only." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( CHANDRASEKARAN82, key = "Chandrasekaran et al." , author = "Chandrasekaran, B. and Mittal, S. and Smith, J. W." , title = "{R}easoning with {U}ncertain {K}nowledge: {T}he {MDX} {A}pproach" , booktitle= "AMIA Congress 82" , publisher= "Masson Publishing" , address = "NY" , editor = "Lindberg, D.A.B. et al." , year = "1982" , pages = "335--339" , abstract= "Traditional approaches to handling uncertainty inherent in medical knowledge and data have tried to reduce all kinds of uncertainty to a single scale, manipulated by global rules of combination. This paper presents an alternate scheme, as implemented in the MDX diagnosis system. This scheme is based on two key ideas. 1) Uncertainty in medical data is handled by a database system with strategies that can be specialized for this purpose. 2) In the diagnostic structure, each hypothesis is assigned one of a small number of states of uncertainty, which is computed by a multilayered abstraction hierarchy. Each layer of the hierarchy combines the constituent pieces of evidence to form a symbolic uncertainty measure for the next higher level." , bibdate = "Thu Jan 15 15:37:14 1987" , owner = "manning" , ) @article ( CHANG78, key = "Chang \& Ke" , author = "Chang, S. K. and Ke, J. S." , title = "{D}atabase {S}keleton and its {A}pplication to {F}uzzy {Q}uery {T}ranslation" , journal = "IEEE Transactions on Software Engineering" , volume = "SE-4" , year = "1978" , pages = "31--43" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( CHANG79, key = "Chang \& Ke" , author = "Chang, S. K. and Ke, J. S." , title = "{T}ranslation of fuzzy queries for relational database systems" , journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI-1)" , year = "1979" , pages = "281--294" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( CHISHOLM87, key = "Chisholm et al." , author = "Chisholm, P. and Chen, G. and Ferbrache, D. and Thanisch, P. and Williams, M. H." , title = "{C}oping with indefinite and negative data in deductive databases: {A} survey" , journal = "Data \& Knowledge Engineering" , volume = "2" , year = "1987" , pages = "259--284" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( CHUNG90, key = "Chung et al." , author = "Chung, Jen-Yao and Jane W. S. Liu and Kwei-Jay Lin" , title = "{S}cheduling {P}eriodic {J}obs {T}hat {A}llow {I}mprecise {R}esults" , journal = "IEEE Transactions on Computers" , volume = "39" , number = "9" , month = "September" , year = "1990" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( CIACCIA89, key = "Ciaccia \& Scalas" , author = "Ciaccia, P. and Scalas, M." , title = "{O}ptimization {S}trategies for {R}elational {D}isjunctive {Q}ueries" , journal = "IEEE Transactions on Software Engineering" , volume = "15" , number = "10" , month = "October" , year = "1989" , pages = "1217--1235" , keywords= "disjunctive expressions; join algorithms; query models; query optimization; relational databases" , abstract= "The main purpose of this work is to extend the processing capabilities of the optimizer of a relational DBMS in order to effectively include the treatment of disjunctive queries. To this aim two new strategies are presented, whose main features are based on the application of splitting techniques during the execution of the join operations. Their effectiveness is first shown by means of an example; then some comparisons with standard procedures are made, showing promising results. The inclusion of these techniques in the relational query processing environment requires a broader view of the evaluation phase, where more than one expression can now be present. A heuristic algorithm for the reduction of the number of candidate relational expressions is also proposed." , bibdate = "Fri Oct 6 11:10:31 1989" , owner = "robyn" , ) @article ( CODD79A, key = "Codd" , author = "Codd, E. F." , title = "{E}xtending the {D}atabase {R}elational {M}odel to {C}apture {M}ore {M}eaning" , journal = "ACM Transactions on Database Systems" , month = "December" , year = "1979" , pages = "397--434" , volume = "4" , number = "4" , bibdate = "Wed Dec 29 16:55:51 1982" , keywords= "relation, relational database, relational model, relational schema, database, data model, database schema, data semantics, semantic model, knowledge representation, knowledge base, conceptual model, conceptual schema, entity model" , abstract= "During the last three or four years several investigators have been exploring 'semantic models' for formatted databases. The intent is to capture (in a more or less formal way) more of the meaning of the data so that database design can become more systematic and the database system itself can behave more intelligently. Two major thrusts are clear: (1) the search for meaningful units that are as small as possible - atomic semantics; (2) the search for meaningful units that are larger than the usual n-ary relation - molecular semantics. In this paper we propose extensions to the relational model to support certain atomic and molecular semantics. These extensions represent a synthesis of many ideas from the published work in semantic modeling plus the introduction of new rules for insertion, update, and deletion, as well as new algebraic operators." , ) @article ( CODD86B, key = "Codd" , author = "Codd, E. F." , title = "{M}issing {I}nformation ({A}pplicable and {I}napplicable) in {R}elational {D}atabases" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , publisher= "ACM" , volume = "15" , number = "4" , month = "December" , year = "1986" , pages = "53--78" , abstract= "There has been some technical and justified criticism of the treatment of missing information in the data sublanguage SQL and in IBM's Database 2 system (a relational database management system). Some of this criticism has been directed (by mistake) at the relational model. The purpose of this paper is to clarify and extend the treatment of missing information by the relational model. The clarification places heavy emphasis on the semantic aspects of missing information. The extension, which is relatively minor, provides a systematic approach (independent of data type) to dealing with the inapplicability of certain properties to some objects. This This extension does not invalidate any part of the present version of the relational model." , bibdate = "Tue Jan 6 17:24:31 1987" , owner = "manning" , ) @article ( CODD87, key = "Codd" , author = "Codd, E. F." , title = "{M}ore {C}ommentary on {M}issing {I}nformation in {R}elational {D}atabases ({A}pplicable and {I}napplicable {I}nformation)" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , publisher= "Association for Computing Machinery" , volume = "16" , number = "1" , month = "March" , year = "1987" , pages = "42--50" , abstract= "My earlier paper TRI/EFC-4 from The Relational Institute on this subject was published in ACM SIGMOD Record, December, 1986. As a result, I have received several comments and proposed changes. The purpose of this paper is to respond to these items, while continuing to place heavy emphasis on the semantic aspects of missing information. The response is principally further explanation, but a few changes of a quite minor character are proposed. In this paper, the reader is assumed to have read TRI/EFC-4." , bibdate = "Wed May 6 17:58:23 1987" , owner = "manning" , ) @inbook ( CODD90A, key = "Codd" , author = "Codd, E. F." , title = "{M}issing {I}nformation" , booktitle= "The Relational Model for Database Management: Version 2" , chapter = "8 and 9" , pages = "169--206" , abstract= "do not have article" , publisher= "Addison-Wesley Publishing Company, Inc." , year = "1990" , ) @inproceedings ( CROSS91, key = "Cross \& Sudkamp" , author = "Cross, V. and Sudkamp, T." , title = "{R}epresentation and support generation in fuzzy relational databases" , booktitle= "Proceedings of the IEEE 1991 National Aerospace and Electronics Conference - NAECON 1991" , address = "Dayton, OH" , month = "May" , year = "1991" , pages = "1136--1143" , abstract= " It is pointed out that standard relational database management systems are incapable of representing and manipulating the imprecise, incomplete, and vague information that is typically encountered in complex problem domains. Fuzzy relational databases have been developed to increase the flexibility in the representation of domain information. The different models of fuzzy relations and their roles in the framework of fuzzy relational database management systems are reviewed. The applicability of fuzzy relational database techniques as a methodology for approximate reasoning is examined. Many similarities exist in the processes that are used for fuzzy relational operations and those of approximate reasoning; however, the goals are often different. In fuzzy relational database theory, the objective is measuring similarity. For approximate reasoning, the objective is determining maximal compatibility. Several classes of similarity measures are examined to determine their appropriateness as compatibility measures in approximate reasoning. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DANFORTH92A, key = "Danforth \& Valduriez" , author = "Danforth, S. and Valduriez, P." , title = "{T}he data model of {FAD}: a database programming language" , journal = "Information Sciences" , volume = "60" , number = "1992" , pages = "51--75" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DATE82, key = "Date" , author = "Date, C. J." , title = "{N}ull {V}alues in {D}atabase {M}anagement" , booktitle= "Proceedings of the 2nd British National Conference on Databases" , address = "Bristol, England" , month = "July" , year = "1982" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inbook ( DATE86D, key = "Date" , author = "Date, C. J." , title = "{N}ull {V}alues in {D}atabase {M}anagement" , booktitle= "Relational Database: Selected Writings" , publisher= "Addison-Wesley" , address = "Reading, MA" , year = "1986" , chapter = "15" , pages = "313--334" , abstract= "We examine the question of null values in a database system. We begin by defining the term ``null value'' and outlining the problems that null values are intended to solve. We go on to discuss the properties of null values in detail, and describe some extensions to the relational model for dealing with such values. We then discuss some of the difficulties that occur in connexion with the null value concept. It is our opinion that the problem is generally not well understood, and that any attempt to incorporate support for null values into an implemented system should be considered premature at this time. We sketch an alternative approach based on the concept of default values." , bibdate = "Thu Sep 3 10:03:47 1987" , owner = "manning" , ) @inbook ( DATE86K, key = "Date" , author = "Date, C. J." , title = "{NOT} is {N}ot `{N}ot'! (notes on three-valued logic and related matters)" , booktitle= "Relational Database Writings 1985 - 1989" , publisher= "Addison-Wesley" , address = "Reading, MA" , year = "1989" , chapter = "8" , pages = "217--248" , abstract= "do not have" , bibdate = "Thu Sep 3 10:03:47 1987" , owner = "curtis" , ) @inbook ( DATE86L, key = "Date" , author = "Date, C. J." , title = "{EXISTS} is {N}ot `{E}xists'! (some logical flaws in {SQL})" , booktitle= "Relational Database Writings 1985 - 1989" , publisher= "Addison-Wesley" , address = "Reading, MA" , year = "1989" , chapter = "13" , pages = "339--356" , abstract= "do not have" , bibdate = "Thu Sep 3 10:03:47 1987" , owner = "curtis" , ) @article ( DATRI89, key = "D'Atri \& Tarantino" , author = "D'Atri, A. and Tarantino, L." , title = "{F}rom {B}rowsing to {Q}uerying" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "46--53" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( DAYON90, key = "Dayon" , author = "Dayon, B." , title = "{R}eliability of {A}nswers to an {SQL} {Q}uery" , type = "TR" , institution= "Department of Computer Sciences, Concordia University" , year = "1990" , month = "May" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DEAN88A, key = "Dean \& Boddy" , author = "Dean, T. and Boddy, M." , title = "{R}easoning {A}bout {P}artially {O}rdered {E}vents" , journal = "Artificial Intelligence" , volume = "36" , number = "3" , month = "October" , year = "1988" , pages = "375--399" , abstract= " This paper describes a class of temporal reasoning problems involving events whose order is not completely known. We examine the complexity of such problems and show that for all but trivial cases these problems are likely to be intractable. As an alternative to a complete, but potentially exponential-time decision procedure, we provide a partial decision procedure that reports useful results and runs in polynomial time. (Author abstract). " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DEMICHIEL89, key = "Demichiel" , author = "Demichiel, L. G." , title = "{R}esolving {D}atabase {I}ncompatibility: {A}n {A}pproach to {P}erforming {R}elational {O}perations over {M}ismatched {D}omains" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "1" , number = "4" , month = "December" , year = "1989" , pages = "485--493" , abstract= "We present a solution to the problem of supporting relational database operations despite domain mismatch. Mismatched domains occur when information must be obtained from databases that were developed independently. We resolve domain differences by mapping conflicting attributes to common domains by means of a mechanism of virtual attributes and then apply a set of extended relational operations to the resulting values. When one-one mappings cannot be established between domains, the values that result from attribute mappings may be partial. We define a set of extended relational operators that formalize operations over partial values and thus manipulate the incomplete information that results from resolving domain mismatch." , bibdate = "Mon Feb 25 08:50:27 1991" , owner = "robyn" , ) @phdthesis ( DEMICHIEL89A, key = "Demichiel" , author = "Demichiel, L. G." , title = "{P}erforming {D}atabase {O}perations over {M}ismatched {D}omains" , year = "1989" , school = "Department of Computer Sciences, Stanford University" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DEMOLOMBE85, key = "Demolombe \& Fari\~{n}as" , author = "Demolombe, R. and Fari\~{n}as del Cerro, L." , title = "{E}fficient {R}epresentation of {I}ncomplete {I}nformation {A}bout {S}tructured {O}bjects" , booktitle= "Proc. of the Workshop on Knowledge Base Management Systems " , address = "Crete" , month = "June" , year = "1985" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DEMOLOMBE88, key = "Demolombe \& Fari\~{n}as" , author = "Demolombe, R. and Fari\~{n}as del Cerro, L." , title = "{A}n {A}lgebraic {E}valuation {M}ethod for {D}eduction in {I}ncomplete {D}atabases" , journal = "The Journal of Logic Programming" , volume = "5" , number = "3" , month = "September" , year = "1988" , pages = "183--205" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DEMOLOMBE91, key = "Demolombe" , author = "Demolombe, R." , title = "{A}n {E}fficient {S}trategy for non-{{H}}orn {D}eductive {D}atabases" , year = "1991" , journal = "Theoretical Computer Sciences" , volume = "78" , pages = "245--259" , number = "1" , month = "January" , ) @techreport ( DESHPANDE87, key = "Deshpande \& Larson" , author = "Deshpande and Larson" , title = "{A}n {A}lgebra for {N}ested {R}elations with support for nulls and aggregates" , type = "Research Report" , number = "CS-91-16" , institution= "University of Waterloo, Canada" , year = "1987" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DICESARE90, key = "DiCesare \& Sahnoun" , author = "DiCesare, F. and Sahnoun, Z." , title = "{L}inguistic {S}ummarization of {F}uzzy {D}ata" , journal = "Information Services" , volume = "52" , year = "1990" , pages = "141--152" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DIGNUM92, key = "Dignum \& Riet" , author = "Dignum, F. and van de Riet, R. P." , title = "{A}ddition and removal of information for a knowledge base with incomplete information" , journal = "Data \& Knowledge Engineering" , volume = "8" , year = "1992" , pages = "293--307" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DOCKERY89, key = "Dockery \& Murray" , author = "Dockery, J. T. and Murray, E." , title = "{F}uzzy linguistic data bases. {A}n application." , journal = "Information Sciences" , volume = "14" , number = "6" , pages = "???--???" , year = "1989" , abstract= " This paper discusses the empirical development and use of a fuzzy linguistic data base which is relational in character. Unlike conventional fuzzy searches for crisp data, we search a data base for fuzzy information. The data base supports another code which does fuzzy aggregation of data. It has been applied to support decision making connected with the construction of military budgets for command, control and communications (C3). " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( DREIZEN83, key = "Dreizen" , author = "Dreizen, H. M." , title = "{I}mprecise {D}atabase: {R}epresentation of {I}mprecise and {E}xceptional {C}onditions via {E}mbedded {R}elations" , school = "University of Illinois" , address = "Chicago, IL" , year = "1983" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DREIZEN85, key = "Dreizen \& Chang" , author = "Dreizen, H. M. and Chang, S. K." , title = "{I}mprecise {D}atabase: {I}mprecise {Q}ueries and {V}iew {N}avigation" , journal = "Inf. Sci. Eng. 1" , volume = "1" , month = "January" , year = "1985" , pages = "12--43" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DREIZEN89, key = "Dreizen \& Chang" , author = "Dreizen, H. M. and Chang, S. K." , title = "{I}mprecise {S}chema: {A} {R}ationale for {R}elations with {E}mbedded {S}ubrelations" , journal = "ACM Transactions on Database Systems" , volume = "14" , number = "4" , month = "December" , year = "1989" , pages = "447--479" , keywords= "embedded subrelations; exceptional conditions; imprecise schema; non-1NF; null values" , abstract= "Exceptional conditions are anomalous data which meet the intent of a schema but not the schema definition, represent a small proportion of the database extension, and may become known only after the schema is in use. Admission of exceptional conditions is argued to suggest a representation that locally stretches the schema definition by use of relations with embedded subrelations. Attempted normalization of these relations to 1NF does not yield the static schema typically associated with such transformations. A class of relations, termed Exceptional Condition Nested Form (ECNF), is defined which allows the necessary representation of exceptional conditions while containing sufficient restrictions to prevent arbitrary and chaotic inclusion of embedded subrelations. Queries on a subset of exceptional conditions, the exceptional constraints, are provided an interpretation via an algorithm that transforms ECNF relations into 1NF relations containing two types of null values. Extensions of relational algebraic operators, suitable for interactive query navigation, are defined for use with ECNF relations containing all forms of exceptional conditions." , bibdate = "Thu Feb 1 14:11:40 1990" , owner = "robyn" , ) @book ( DUBOIS80, key = "Dubois \& Prade" , author = "Dubois, D. and Prade, H." , title = "{F}uzzy {S}ets and {S}ystems: {T}heory and {A}pplications" , publisher= "Academic Press" , address = "New York, NY" , year = "1980" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inbook ( DUBOIS88, key = "Dubois et al." , author = "Dubois, D. and Prade, H. and Testamale, C." , title = "{H}andling {I}ncomplete or {U}ncertain {D}ata and {V}ague {Q}ueries in {D}atabase {A}pplications" , booktitle= "Possibility Theory: An Approach to Computerized Processing of Uncertainty" , publisher= "Plenum Press" , address = "New York and London" , year = "1988" , chapter = "6" , pages = "217--257" , abstract= "We examine the question of null values in a database system. We begin by defining the term ``null value'' and outlining the problems that null values are intended to solve. We go on to discuss the properties of null values in detail, and describe some extensions to the relational model for dealing with such values. We then discuss some of the difficulties that occur in connexion with the null value concept. It is our opinion that the problem is generally not well understood, and that any attempt to incorporate support for null values into an implemented system should be considered premature at this time. We sketch an alternative approach based on the concept of default values." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DUBOIS88A, key = "Dubois \& Prade" , author = "Dubois, D. and Prade, H." , title = "{I}ncomplete conjunctive information" , journal = "Computers \& Mathematics with Applications" , volume = "15" , number = "10" , year = "1988" , pages = "797--810" , abstract= "do not have article QA 76 C5364" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DUBOIS89, key = "Dubois \& Prade" , author = "Dubois, D. and Prade, H." , title = "{P}rocessing {F}uzzy {T}emporal {K}nowledge" , journal = "IEEE Transactions of Systems, Man and Cybernetics" , volume = "19" , number = "4" , year = "1989" , pages = "729--744" , abstract= "TA 168 I216 BOON" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( DUBOIS90, key = "Dubois \& Prade" , author = "Dubois, D. and Prade, H." , title = "{M}easuring properties of fuzzy sets: a general technique and its use in fuzzy query evaluation." , journal = "Fuzzy Sets and Systems" , volume = "38" , number = "2" , year = "1990" , pages = "137--152" , abstract= " Summary: A fuzzy set can be viewed as a weighted-max combination or as a convex combination of a family of nested ordinary sets. The latter point of view allows the interpretation of a fuzzy set as a consonant random set. Then any numerical set function applied to a fuzzy set leads to a result which is a random number. The expectation attached to this random number provides a scalar evaluation of the fuzzy set with respect to the considered set function. This approach is very general and can be used for various kinds of measurements: cardinality, confidence measures attached to the occurrence of events, diameter or perimeter of a fuzzy region, distance between two sets, etc. Also the fuzziness of the set to be evaluated naturally induces a fuzzy set of possible evaluations, and expected values of the lower and upper bounds of this fuzzy set of numbers can be computed. The weighted max-combination view, which leads to another type of scalar evaluation, is also briefly discussed. In this paper the approach above is more particularly applied to the treatment of queries asking for some global evaluation of a set of items specified by means of a fuzzy property. This kind of query can be managed by languages SQL in the case of a crisp set of items. When this set is fuzzily specified, a scalar answer can still be provided as well as a fuzzy-valued or interval-valued one if we want to keep track of the effect of the fuzziness of the query. The case where the data base contains precise information is considered, as well as the more general case of fuzzy information data bases. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DUTTA88A, key = "Dutta" , author = "Dutta, S." , title = "{A}pproximate spatial reasoning" , booktitle= "Fourth Conference on Artificial Intelligence for Space Applications" , address = "Huntsville, AL" , month = "November" , year = "1988" , pages = "95--106" , abstract= " We present a model for approximate spatial reasoning using fuzzy logic to represent the imprecision in the environment. We develop algorithms to reason from approximate spatial information such as: A is about 5 miles away and is coming towards me quite fast. B is quite near C, but is far north of D. B is moving much faster than C. The kind of spatial information dealt with has two notable characteristics: it is approximate and may be incomplete. We present algorithms for determining approximate relative positions of objects, in both static and dynamic domains. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DUTTA88B, key = "Dutta" , author = "Dutta, S." , title = "{A}n {E}vent-based {F}uzzy {T}emporal {L}ogic" , booktitle= "Proc. 18th IEEE Intl. Symp. on Multiple-Valued Logic" , address = "Palma de Mallorca, Spain" , year = "1988" , pages = "64--71" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DUTTA89, key = "Dutta" , author = "Dutta, S." , title = "{G}eneralized {E}vents in {T}emporal {D}atabases" , booktitle= "Proceedings of the Fifth International Conference on Data Engineering" , address = "Los Angeles, CA" , month = "February" , year = "1989" , pages = "118--126" , abstract= "The concept of time plays a central role in our lives. Thus it comes as no surprise that the effective representation and manipulation of temporal data is currently an active area of research in databases. In this paper, we distinguish between the concepts of temporal entities and temporal events and extend the conventional crisp notion of events to define generalized events. We also note that there are two broad categories of temporal operators, those which operate on temporal entities and those which operate on temporal events. We provide new definitions for temporal operators used for generalized events. We choose a temporal data model which is independent of conventional data models, but is similar to temporal data models proposed by other researchers and is sufficiently general to be applied to suitable extensions of conventional data models. We show how to combine different generalized events and apply temporal operators to such compound events. An outline of a possible implementation of our ideas in the relational data model is also provided." , bibdate = "Fri Jan 12 09:59:23 1990" , owner = "robyn" , ) @phdthesis ( DUTTA90, key = "Dutta" , author = "Dutta, S." , title = "{A}pproximate {R}easoning with {T}emporal and {S}patial {C}oncepts" , school = "University of California, Berkeley" , address = "Berkeley, CA" , month = "May" , year = "1990" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( DYRESON91A, key = "Dyreson \& Snodgrass" , author = "Dyreson, C. E. and Snodgrass, R. T." , title = "{T}emporal {I}ndeterminacy" , type = "Technical Report" , number = "TR 91-30" , institution= "Computer Science Department, University of Arizona" , year = "1991" , month = "Dec." , pages = "31" , abstract= "In temporal indeterminacy, it is known that an event stored in a temporal database did in fact occur, but it is not known exactly when the event occurred. We present the possible tuples data model, in which each indeterminate event is represented with an interval that delimits when the event might have occurred, and a probability distribution over that interval. We extend the TQuel query language with constructs that specify the user's confidence in the underlying temporal data and in the relationships among that data. We provide a formal tuple calculus semantics, and show that this semantics reduces to the determinate semantics. We outline an efficient representation of temporal indeterminacy, and efficient query processing algorithms, demonstrating the practicality of our proposed approach." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( DYRESON92A, key = "Dyreson et al." , author = "Dyreson, C. E. and Snodgrass, R. T. and Jensen, C. S." , title = "{A} {T}axonomy of {I}ncomplete {I}nformation in {D}atabases" , type = "unpublished" , number = "" , institution= "Computer Science Department, University of Arizona" , year = "1992" , month = "June" , abstract= "none yet" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( DYRESON92B, key = "Dyreson \& Snodgrass" , author = "Dyreson, C. E. and Snodgrass, R. T." , title = "{H}istorical {I}ndeterminacy" , type = "Technical Report" , number = "TR 91-30a" , institution= "Computer Science Department, University of Arizona" , year = "1992" , month = "Revised Feb." , pages = "31" , abstract= "In temporal indeterminacy, it is known that an event stored in a temporal database did in fact occur, but it is not known exactly when the event occurred. We present the possible tuples data model, in which each indeterminate event is represented with an interval that delimits when the event might have occurred, and a probability distribution over that interval. We extend the TQuel query language with constructs that specify the user's confidence in the underlying temporal data and in the relationships among that data. We provide a formal tuple calculus semantics, and show that this semantics reduces to the determinate semantics. We outline an efficient representation of temporal indeterminacy, and efficient query processing algorithms, demonstrating the practicality of our proposed approach." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DYRESON93A, key = "Dyreson \& Snodgrass" , author = "Dyreson, C. E. and Snodgrass, R. T." , title = "{V}alid-{T}ime {I}ndeterminacy" , booktitle= "Proceedings of the International Conference on Data Engineering" , address = "Vienna, Austria" , month = "April" , pages = "335--343" , year = "1993" , bibdate = "Thu Oct 22 10:29:43 1992" , owner = "rts" , ) @techreport ( DYRESON93K, key = "Dyreson \& Snodgrass" , author = "Dyreson, C. E. and Snodgrass, R. T." , title = "{S}upporting {V}alid-time {I}ndeterminacy" , type = "Technical Report" , number = "TR 93-30" , institution= "Computer Science Department, University of Arizona" , year = "1993" , month = "Nov." , pages = "52" , abstract= "" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( DYRESON93Z, key = "Dyreson" , author = "Dyreson, C." , title = "{A} {B}ibliography on {U}ncertainty {M}anagement in {I}nformation {S}ystems" , booktitle= "Proceedings of the Workshop on Uncertainty Management in Information Systems: From Needs to Solutions" , address = "Avalon, Santa Catalina, California" , month = "April" , year = "1993" , pages = "187--220" , abstract= "" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( DYRESON94B, key = "Dyreson" , author = "Dyreson, C. E." , title = "{V}alid-{T}ime {I}ndeterminacy" , school = "University of Arizona" , address = "Tucson, Arizona" , month = "Dec" , year = "1994" , abstract= "" , bibdate = "Fri Dec 22 14:03:10 1989" , owner = "robyn" , ) @inproceedings ( EASTMAN87, key = "Eastman" , author = "Eastman, C. M." , title = "{A}pproaches to {A}pproximate {R}etrieval in {D}atabase {M}anagement {S}ystems" , booktitle= "NAFIPS 87: Proceedings of the North American Fuzzy Information Processing Society Workshop" , month = "May" , year = "1987" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( EASTMAN89, key = "Eastman" , author = "Eastman, C. M." , title = "{A}pproximate {R}etrieval: {A} {C}omparison of {I}nformation {R}etrieval and {D}atabase {M}anagement {S}ystems" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "41--45" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ESCULIER90, key = "Esculier" , author = "Esculier, C." , title = "{N}on-{M}onotonic {K}nowledge {E}volution in {VLKDB}s" , booktitle= "Proc. of the 16th Conf. on Very Large Databases (VLDB'90)" , address = "Brisbane, Australia" , year = "1990" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @book ( FLEISCHMAN91, key = "Fleischman" , author = "Fleischman, R. M." , title = "{S}upporting {F}uzzy {L}ogic {S}election {P}redicates on a {H}igh {T}hroughput {D}atabase {S}ystem" , publisher= "MIT Library" , address = "Boston, MA" , year = "1991" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( FUHR90, key = "Fuhr" , author = "Fuhr, N." , title = "{A} {P}robabilistic {F}ramework for {V}ague {Q}ueries and {I}mprecise {I}nformation in {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Brisbane, Australia" , year = "1990" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( GADIA91A, key = "Gadia et al." , author = "Gadia, S. K. and Nair, S. and Poon, Y.-C." , title = "{I}ncomplete {I}nformation in {R}elational {T}emporal {D}atabases" , number = "Technical Report" , institution= "Department of Computer Science, Iowa State University" , address = "Ames, IA" , year = "1991" , month = "December" , abstract= "We present a model and an algebra for incomplete information in temporal databases. The model generalizes our previous model for a temporal database for complete information. It is shown that our relational operators produce results that are reliable. We also show, with some minor exceptions, that if the definitions of the operators were strengthened to give more information, we may obtain results that are not reliable. These results and exceptions parallel Biskup`s findings for relational databases with incomplete information." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GADIA92A, key = "Gadia et al." , author = "Gadia, S. K. and Nair, S. and Poon, Y.-C." , title = "{I}ncomplete {I}nformation in {R}elational {T}emporal {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Vancouver, Canada" , month = "August" , year = "1992" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GALA91, key = "Gala et al." , author = "Gala, S. and Chawala, D. and Eastman, C." , title = "{C}ombining {F}uzzy and {N}onfuzzy {A}pproximate {R}etrieval in a {D}atabase {M}anagement {S}ystem" , booktitle= "NAFIPS 91 Proceedings of the North American Fuzzy Information Processing Society Workshop" , month = "May" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( GALLAIRE84, key = "Gallaire et al." , author = "Gallaire, H. and Minker, J. and Nicolas, J. M." , title = "{L}ogic and databases: {A} deductive approach" , journal = "ACM Computing Surveys" , volume = "16" , number = "2" , month = "June" , year = "1984" , pages = "153--185" , keywords= "Deductive Databases, Indefinite Data, Logic and Databases, Null Values, Relational Databases" , abstract= "The purpose of this paper is to show that logic provides a convenient formalism for studying classical database problems. There are two main parts to the paper, devoted respectively to conventional databases and deductive databases. In the first part, we focus on query languages, integrity modeling and maintenance, query optimization, and data dependencies. The second part deals mainly with the representation and manipulation of deduced facts and incomplete information." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( GARCIA-MOLINA88, key = "Garcia-Molina \& Porter" , author = "Garcia--Molina, H. and Porter, D." , title = "{S}upporting {P}robabilistic {D}ata in a {R}elational {S}ystem" , type = "TR" , number = "147--88" , institution= "Princeton University" , year = "1988" , month = "February" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( GELENBE83A, key = "Gelenbe" , author = "Gelenbe, E." , title = "{I}ncomplete representations of information in data bases" , type = "Research Report" , number = "No 9" , institution= "ISEM, Univ. Paris-Sud" , year = "1983" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GELENBE83B, key = "Gelenbe" , author = "Gelenbe, E." , title = "{I}ncomplete {R}epresentation of {I}nformation in {D}atabases" , booktitle= "ICOD-2 Proceedings of the Second International Conference on Databases" , address = "Cambridge, England" , month = "August" , year = "1983" , pages = "246--258" , abstract= "do not have article QA76.9.D3 I25 1983" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GELENBE86, key = "Gelenbe \& Hebrail" , author = "Gelenbe, E. and Hebrail, G." , title = "{A} {P}robability {M}odel of {U}ncertainty in {D}ata {B}ases" , booktitle= "Proceedings of the International Conference on Data Engineering" , organization= "IEEE Computer Society" , publisher= "IEEE Computer Society Press" , address = "Los Angeles, CA" , volume = "IEEE Computer Society Order Number 655" , month = "February" , year = "1986" , pages = "328--333" , abstract= "Uncertainty in the contents of a data base can be due to several reasons: errors in the data which is entered, changes in the real data which have not been introduced into the data base in the form of updates, errors in the data collection process, unreliable operation of the computer system, don't care conditions which are purposely left open by the data base designer, etc. The purpose of this paper is to present a formal model of uncertainty in terms of a probabilistic representation of the data base, and to evaluate the effect of this uncertainty on query processing and on the aggregate or summary information which may suffice in many applications. Our model leads to precise quantifiable engineering estimates and to theorems on the robustness of answers to queries as a function of the uncertainty in the data." , bibdate = "Wed Jul 16 15:24:20 1986" , owner = "manning" , ) @inproceedings ( GELFOND91, key = "Gelfond et al." , author = "Gelfond, M. and Lifschitz, V. and Przymusi\'{n}ka, H. and Truszczy\'{n}ski, M." , title = "{D}isjunctive {D}efaults" , booktitle= "Proc. of 2nd Int. Conf. Principles of Knowledge Representation and Reasoning KR'91" , address = "Cambridge, MA" , month = "April" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GEORGE92, key = "George et al." , author = "George, R. and Yazici, A. and Petry, F. E. and Buckles, B. P." , title = "{U}ncertainty {M}odeling in {O}bject-{O}riented {G}eographical {I}nformation {S}ystems" , booktitle= "Proc. Int. Conf. on Database and Expert Systems Applications (DEXA'92)" , address = "Valencia, Spain" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( GESSERT90, key = "Gessert" , author = "Gessert, G. H." , title = "{F}our {V}alue {L}ogic for {R}elational {D}atabase {S}ystems" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "19" , number = "1" , year = "1990" , pages = "29--35" , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , abstract= "This paper proposes a specific four-valued logic (4VL) as a means of handling missing data in Relational Data Base Management systems. The proposed 4VL is a minor variant of the standard 4VL in which the ``least true'' condition is interpreted as ``inapplicable'' rather that ``false''. The use of this 4VL is defended on the grounds that by defining several additional unary operators, the 4VL can be rendered intuitively manageable. The proposed unary operators contribute to the conceptual utility of the 4VL by providing an explicit way for users to relate familiar results of two-valued logic to analogous results in 4VL." , ) @article ( GESSERT91, key = "Gessert" , author = "Gessert, G. H." , title = "{H}andling {M}issing {D}ata by {U}sing {S}tored {T}ruth {V}alues" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , publisher= "ACM" , volume = "20" , number = "3" , month = "September" , year = "1991" , pages = "30--42" , abstract= "This paper proposes a method for handling inapplicable and unknown missing data. The method is based on: (1) storing default values (instead of null values) in place of missing data, (2) storing truth values that describe the logical status of the default values in corresponding fields of corresponding tables. For valued logic is used so that the logical status of the default data values can be described as, not just true or false, but also as inapplicable or unknown. This method, in contrast to the ``hidden byte'' approach, has two important advantages: (1) Because the logical status of all data is represented explicitly in tables, all 4-valued operations can be handled via a 2-valued data manipulation language, such as SQL. Language extensions for handling missing data (e.g., ``Is NULL'') are not necessary. (2) Because data fields always contain a default value (as opposed to a null value or mark), it is possible to do arithmetic across missing data and to interpret the logical status of the result by means of logical operations on the corresponding stored truth values." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GOLDSTEIN81, key = "Goldstein" , author = "Goldstein, B." , title = "{C}onstraints on {N}ull {V}alues in {R}elational {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Cannes, France" , month = "September" , year = "1981" , pages = "101--110" , abstract= "If null values are allowed in a database, the database designer may want to restrict where they occur. Two constructs are presented for specifying where null values may occur in a relational database. Several examples demonstrate the use of these two techniques. The two constructs are shown to be almost equivalent; a criterion for exact equivalence is given. Under the same criterion, interesting special cases of both constructs are also shown to be equivalent." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @article ( GOLSHANI85, key = "Golshani" , author = "Golshani, F." , title = "{G}rowing {C}ertainty {W}ith {N}ull {V}alues" , journal = "Information Systems" , volume = "10" , number = "2" , year = "1985" , pages = "289--297" , keywords= "database query language; incomplete information; many-sorted algebra; many-valued logic; approximation" , abstract= "Non-availability of part of the data is a problem common to many database systems. We study here some aspects relating to incomplete information. Obviously, when the information in a database is not complete the answer to any query is only an approximation to the true result. The aim is to get a precise approximation. We regard databases as many-sorted algebras. Based on the concept of extended algebra we define what it means for an algebra to approximate another algebra. We then give the following simple principle for extending query languages to handle missing data: ``Whenever information is added to an incomplete database subsequent answers to queries must not be contradictory or less informative than previously.'' We then apply this principle to extend the functional query language Varqa. Finally, we compare the previously proposed many-valued logic systems with the system devised based on our principles." , bibdate = "Mon Oct 14 11:53:04 1985" , ) @book ( GOODMAN85, key = "Goodman \& Nguyen" , author = "Goodman, I. R. and Nguyen, H. T." , title = "{U}ncertainty {M}odels for {K}nowledge-{B}ased {S}ystems" , publisher= "North-Holland" , address = "Amsterdam" , year = "1985" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GOTTLOB88, key = "Gottlob \& Zicari" , author = "Gottlob, G. and Zicari, R." , title = "{C}losed {W}orld {D}atabases {O}pened {T}hrough {N}ull {V}alues" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Los Angeles, CA" , year = "1988" , pages = "50--61" , abstract= "We propose a new approach to the treatment of null-valued attributes in the relational model. The approach is based on the new concept of locally-controlled open world database. A locally-controlled open world database permits the definition of portions of a traditional closed world database as open-world. Attributes, part of a relation, or entire relations can be explicitly defined as ``open'' through the insertion of null-values. Under this assumption, we consider three different types of null values: the standard {\em unknown}, {\em does not exist}, and the new one, called {\em open}. We give a complete formal specification of the semantics of these null values. We extend the arithmetic and logical operators to cover nulls and outline how relational operators can be extended accordingly. This paper describes ongoing work. We state some open problems to be solved in order to render our approach more operational." , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @inproceedings ( GRAHNE84, key = "Grahne" , author = "Grahne, G." , title = "{D}ependency {S}atisfaction in {D}atabases with {I}ncomplete {I}nformation" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Singapore" , month = "August" , year = "1984" , pages = "37--45" , abstract= "Two of the major problems raised by information incompleteness in databases are how to evaluate queries and how to take data dependencies into account. We give a unified solution of these two intermingled problems for the relational model. Formal criteria for the correctness of the relational algebra and dependency satisfaction are presented. We give a correct definition of the complete relational algebra and present a method, called a chase, for enforcing a set of functional and full join dependencies on a relation with null-values of type ``value exists, but is presently unknown''. This novel chase can also be regarded as a generalization of previously known chase methods. The title of the paper reflects the emphasis of its contribution." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( GRAHNE89A, key = "Grahne" , author = "Grahne, G." , title = "{H}orn tables - an efficient tool for handling incomplete information in databases" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , address = "Philadelphia, PA" , month = "March" , year = "1989" , pages = "75--82" , abstract= "The basic semantic assumption is that an incomplete information database is a set of possible worlds (i.e. a set of complete databases). The main issue is then the problem of representing the set of possible worlds in a fashion that is suitable for storing and processing the database. We have complemented the representation hierachy with a construct called Horn tables. The class of Horn tables is algebraically closed under any set of total dependencies, and it is the only class in the hierarchy with this property (apart from the top elements in the hierachy, which is of theoretical interest only). All sets of dependencies consisting of equality generating dependencies and one join dependency can be efficiently incorporated into a Horn table. The certain answer to any datalog query can be evaluated in polynomial time in the size of the Horn table. The same is true for the possible answer to any positive existential query. If one is concerned only with certain answers to datalog queries, any set of dependencies can be efficiently incorporated into a Horn table so that no corruption of the information occurs w.r.t. the answers. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( GRAHNE89B, key = "Grahne" , author = "Grahne, G." , title = "{T}he {P}roblem of {I}ncomplete {I}nformation in {R}elational {D}atabases" , year = "1989" , month = "March" , school = "University of Helsinki, Finland" , ) @article ( GRANT77, key = "Grant" , author = "Grant, J." , title = "{N}ull {V}alues in a {R}elational {D}ata {B}ase" , journal = "Information Processing Letters" , volume = "6" , number = "5" , month = "Oct" , year = "1977" , pages = "156--157" , keywords= "Information systems, relational data base" , abstract= "none" , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @article ( GRANT79, key = "Grant" , author = "Grant, J." , title = "{P}artial {V}alues in a {T}abular {D}atabase {M}odel" , journal = "Information Processing Letters" , volume = "9" , number = "2" , month = "Aug" , year = "1979" , pages = "97--99" , keywords= "Partial values, relational database" , abstract= "none" , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @article ( GRANT80A, key = "Grant" , author = "Grant, J." , title = "{I}ncomplete {I}nformation in a {R}elational {D}atabase" , journal = "Fundamenta Informatic\ae" , volume = "III" , number = "3" , year = "1980" , pages = "363--378" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( GRANT86, key = "Grant \& Minker" , author = "Grant, J. and Minker, J." , title = "{A}nswering queries in indefinite databases and the null value problem" , booktitle= "Advances in Computing Research" , editor = "P. Kanellakis" , publisher= "JAI Press" , address = "London" , year = "1986" , volume = "3" , pages = "247--267" , abstract= "We investigate the notion of answering queries for databases that may contain indefinite data. Such indefinite data is represented as a disjunctive formula in first-order logic. We work within a framework of database theories which contains the domain closure axiom, the unique name axioms, and the equality axioms. In addition, for negative information we use a Generalized Closed World Assumption. Queries are also formulas in first-order logic, while possible answers are disjunctions of tuples. We give an algorithm to check if a candidate answer is in fact an answer. We also develop an algorithm to find all minimal answers to a query. We show how the problem of null values can be investigated as a special case of incomplete information." , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @inproceedings ( GUNTZER91, key = {G\"{u}ntzer et al.} , author = {G\"{u}ntzer, U. and Kiessling, W. and Th\"{o}ne, H.} , title = "{N}ew {D}irections for {U}ncertainty {R}easoning in {D}eductive {D}atabases" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , address = "Denver, CO" , month = "May" , year = "1991" , pages = "178--187" , abstract= "This paper contributes a novel approach to nonmontonic uncertainty reasoning, which is ubiquitous in many real-life applications. Founded on the paradigm of conditional probabilities we develop a rule-based calculus and prove that it is sound, even in the presence of incomplete information. Thus the merits of doing consistent judgements in uncertain domains and the advantages of modularity and incrementality of rule-based application development come together. We also can offer mechanisms to trace down collections of uncertain rules. As next-generation applications will have to handle vast amounts of uncertain data, an integration into databases is mandatory. We give a direct implementation of our calculus on top of a database system with a DATALOG-interface. In this way we extend current database technology towards providing new applications with new suitable primitives and with a database platform for coping with uncertainty." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( HAAR77, key = "Haar" , author = "Haar, R. L." , title = "{A} fuzzy relational data base system" , number = "TR-586" , institution= "University of Maryland, Computer Center" , year = "1977" , month = "September" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( HAVRANEK80, key = "Havr\'{a}nek" , author = "Havr\'{a}nek, T." , title = "{A}n {A}lternative {A}pproach to {M}issing {I}nformation in the {GUHA} {M}ethod" , journal = "Kybernetika (Prague)" , volume = "16" , number = "22" , year = "1980" , pages = "145--155" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( HAWKES90, key = "Hawkes et al." , author = "Hawkes, L. W. and Derry, S. J. and Rundensteiner, E. A." , title = "{I}ndividualized tutoring using an intelligent fuzzy temporal relational database" , journal = "International Journal on Man-Machine Studies" , volume = "33" , number = "4" , year = "1990" , pages = "409--429" , abstract= "The student record (SR) is a major source of input for any decision making done by an Intelligent Tutoring System (ITS) and is a basis of the individualization in such systems. However, most ITSs still have ``generalized'' student models which represent a type of student rather than a particular one. Until the SR becomes truly representative of each individual student, the goal of providing individualized tutoring cannot be attained. In this paper we describe an Intelligent Fuzzy Temporal Relational Database (IFTReD), an intelligent system-independent SR which allows for almost any degree of individualization the designer wishes to incorporate. It is anticipated that this IFTReD will provide a significant improvement over standard AI storage techniques for the SR. These improvements will be realized in terms of: (1) intelligence; (2) greater storage efficiency; (3) greater speed in retrieval and query; (4) ability to handle linguistic codes, ranges, fuzzy possibilities, and incomplete data in student models; (5) friendliness of query language; (6) availability of temporal knowledge to give a history of past performance; and (7) a more holistic view of the student permitting greater individualization of the tutor." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( HEGNER87, key = "Hegner" , author = "Hegner, S." , title = "{S}pecification and implementation of programs for updating incomplete information databases" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , address = "San Diego, CA" , month = "March" , year = "1987" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( HENRION93, key = "Henrion \& Suermondt" , author = "Henrion, M. and Suermondt, J." , title = "{P}robabilistic and {B}ayesian {R}epresentations of {U}ncertainty and {I}nformation {S}ystems: {A} {P}ragmatic {I}ntroduction" , booktitle= "Proceedings of the Workshop on Uncertainty Management in Information Systems: From Needs to Solutions" , address = "Avalon, Santa Catalina, California" , month = "April" , year = "1993" , pages = "71--90" , abstract= "" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( HENSCHEN86, key = "Henschen \& Park" , author = "Henschen, L. J. and Park, H. S." , title = "{C}ompiling the {GCWA} in indefinite deductive databases" , booktitle= "Foundations of Deductive Databases and Logic Programming" , editor = "J. Minker" , publisher= "M. Kaufmann" , address = "Los Altos, CA" , year = "1986" , pages = "395--438" , abstract= "This paper presents several fundamental results on compiling the GCWA (Generalized Closed World Assumption) in IDDB (Indefinite Deductive Databases). We do not allow function symbols, but we do allow non-Horn clauses. Further, although the GCWA is used to derive negative assumptions, we do allow also negative clauses to occur explicitly. We show a fundamental relationship between indefiniteness and GCWA inference. We consider three representation alternatives to separate the CDB (Clausal DB) from the RDB (Relational DB). We present the basic ideas and some effective ways for compiling GCWA inference on the CDB and evaluating it though the RDB in a non-recursive IDDB. We also present a basic idea on compiling the GCWA in a recursive IDDB by a pattern generation method. Finally, we introduce decomposition and evaluation theorems to evaluate disjunctive and conjunctive ground queries." , bibdate = "Wed Jul 31 21:42:40 1991" , owner = "curtis" , ) @inproceedings ( HENSCHEN86A, key = "Henschen \& Park" , author = "Henschen, L. J. and Park, H. S." , title = "{I}ndefinite and {GCWA} {I}nference in {I}ndefinite {D}eductive {D}atabases" , year = "1986" , pages = "191--197" , booktitle= "Proc. AAAI-86" , ) @article ( HOMENDA91, key = "Homenda" , author = "Homenda, W." , title = "{D}atabases with {A}lternative {I}nformation" , journal = "IEEE Transactions on Knowledge and Data Engineering" , publisher= "IEEE" , volume = "3" , number = "3" , month = "September" , year = "1991" , pages = "384--386" , abstract= "A special kind of information-alternative information-is considered in this work. Two different pieces of information: I1 AND/OR I2 and EITHER I1 OR I2 are examples of alternative information. Applicable models of data do not distinguish information of this kind, but such a distinction, however, is important in many circumstances. An attempt to distinguish and process alternative information is made in this work." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( HULIN88C, key = "Hulin" , author = "Hulin, G." , title = "{A} {P}roof-theoretic {P}erspective of {D}eductive {D}atabases with {M}arked {N}ull {V}alues" , year = "1988" , number = "M273" , institution= "Phillips Research Laboratory, Brussels" , month = "December" , type = "Manuscript" , ) @techreport ( HULIN90B, key = "Hulin" , author = "Hulin, G." , title = "{R}elational {D}atabases with {M}arked {N}ull {V}alues: {A} {N}ew {A}pproach" , year = "1990" , number = "M333" , institution= "Phillips Research Laboratory, Brussels" , month = "January" , type = "Manuscript" , ) @techreport ( HULL84, key = "Hull" , author = "Hull, R." , title = "{R}elative {I}nformation {C}apacity of {S}imple {R}elational {D}atabase {S}chemata" , type = "TR" , number = "84-300" , institution= "Computer Science Department, The University of Southern California" , year = "1984" , month = "January" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( HURSON87, key = "Hurson \& Miller" , author = "Hurson, A. and Miller, L." , title = "{D}atabase {M}achine {A}rchitecture for {S}upporting {I}ncomplete {I}nformation" , journal = "Computer Systems Science and Engineering" , volume = "2" , number = "3" , month = "July" , year = "1987" , pages = "107--116" , abstract= " A growing number of users require information from the database that cannot be obtained through the operators found in traditional query languages. Such needs have increased the expectation that a system will be able to assist the user in gathering and interpreting the appropriate data. This paper examines the inclusion of maybe-algebra operators in a database machine. In addition, modifications designed to increase the time and space efficiency of the operators as well as the quality of the results are discussed. Finally, a revised set of maybe-algebra operators offering improved performance is introduced." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ICHIKAWA86, key = "Ichikawa \& Hirakawa" , author = "Ichikawa, T. and Hirakawa, M." , title = "{ARES}: a relational database with the capability of performing flexible interpretation of queries" , journal = "IEEE Transactions on Software Engineering" , volume = "12" , number = "5" , month = "May" , year = "1986" , pages = "624--634" , keywords= "Data similarity, query representation/transformation, relational algebra, relational database, similarity graph, similarity relation" , abstract= "As the social demand on database utilization expands, database systems are being directly handled more and more by nonprofessionals. In this field, it is important that friendly user-interfaces are provided. It has been found that nonprocedural ways of describing queries such as QBE are preferred. A further step toward attaining a higher degree of user-friendliness would be the development of a way of enabling the system to perform a flexible interpretation of queries usually specified definitely by the user. A flexible interpretation is necessary so that data items which are semantically close to an exact match with the query conditions can be obtained. This paper presents a relational database system, ARES, which has the capability of performing a flexible interpretation of queries. In ARES, relational operations have been functionally augmented with an additional comparison operator which implies ''approximately equal to'' or ``similar to'' for cases in which the user expects the system to perform a flexible interpretation of the query conditions. The functional augmentation is simply achieved by a combination of conventional relational operations. ARES is now in actual operation in a research environment, and will contribute to the next step of our research toward implementation of highly intelligent data processing facilities beyond the present scope of database technology." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI81, key = "Imieli\'{n}ski \& Lipski" , author = "Imieli\'{n}ski, T. and Lipski, W., Jr." , title = "{O}n {R}epresenting {I}ncomplete {I}nformation in a {R}elational {D}atabase" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Cannes, France" , month = "September" , year = "1981" , pages = "388--397" , abstract= "Precise conditions are formulated which should be satisfied in a semantically meaningful extension of the usual relational operators of projection, selection, union, and join, from operators on relations to operators on tables with ``null values'' of various kinds allowed. These conditions require that our system be safe in the sense that no incorrect conclusion is derivable by using a specified subset $\Omega$ of the relational operators; and that it be complete in the sense that all valid conclusions expressible by relational expressions using operators in $\Omega$ are in fact derivable in our system. Examples of three such systems are studied in more detail. The effect of dependencies of various kinds is briefly discussed." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @phdthesis ( IMIELINSKI81A, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{P}roblems of representing information in relational databases (in {P}olish)" , school = "Institute of Computer Science, Polish Academy of Sciences" , year = "1981" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI83, key = "Imieli\'{n}ski \& Lipski" , author = "Imieli\'{n}ski, T. and Lipski, W., Jr." , title = "{I}ncomplete {I}nformation and {D}ependencies in {R}elational {D}atabases" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , address = "Orlando, FL" , month = "June" , year = "1983" , pages = "178--184" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( IMIELINSKI84, key = "Imieli\'{n}ski \& Lipski" , author = "Imieli\'{n}ski, T. and Lipski, W., Jr." , title = "{I}ncomplete {I}nformation in {R}elational {D}atabases" , journal = "Journal of the Association of Computing Machinery" , volume = "31" , number = "4" , year = "1984" , pages = "761--791" , keywords= "Relational database, incomplete information, null values, marked nulls, relational algebra, query language semantics, query processing" , abstract= "This paper concerns the semantics of Codd's relational model of data. Formulated are precise conditions that should be satisfied in a semantically meaningful extension of the usual relational operators, such as projection, selection, union, and join, from operators on tables with ``null values'' of various kinds allowed. These conditions require that the system be safe in the sense that no incorrect conclusion is derivable by using a specified subset $\Omega$ of the relational operators; and that it be complete in the sense that all conclusions expressible by relational expressions using operators in $\Omega$ are in fact derivable in this system. Two such systems of practical interest are shown. The first, based on the usual Codd's null values, supports projection and selection. The second, based on many different (``marked'') null values or variables allowed to appear in a table, is shown to correctly support projection, positive selection (with no negation occurring in the selection condition), union, and renaming of attributes, which allows for processing arbitrary conjunctive queries. A very desirable property enjoyed by this system is that all relational operators on tables are performed in exactly the same way as in the case of the usual relations. A third system, mainly of theoretical interest, supporting projection, selection, union, join, and renaming, is also discussed. Under a so-called closed world assumption, it can also handle the operator of difference. It is based on a device called a conditional table and is crucial to the proof of the correctness of the second system. All systems considered allow for relational expressions containing arbitrarily many different relation symbols, and no form of the universal relation assumption is required." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @incollection ( IMIELINSKI84A, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{O}n {A}lgebraic {Q}uery {P}rocessing in {L}ogical {D}atabases" , booktitle= "Advances in Data Base Theory" , editor = "H. Gallaire and J. Minker and J.M. Nicolas" , publisher= "Plenum Press" , address = "New York" , year = "1984" , volume = "2" , pages = "285--318" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( IMIELINSKI86A, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{Q}uery {P}rocessing in {D}eductive {D}atabases with {I}ncomplete {I}nformation" , type = "TR" , number = "177" , institution= "Rutgers University" , year = "1986" , month = "March" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( IMIELINSKI86B, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{A}utomated {D}eduction in {D}atabases with {I}ncomplete {I}nformation" , type = "TR" , number = "181" , institution= "Rutgers University" , year = "1986" , month = "March" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI86C, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{Q}uery {P}rocessing in {D}eductive {D}atabases with {I}ncomplete {I}nformation" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , year = "1986" , pages = "268--280" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI86D, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{A}utomated {D}eduction in {D}atabases with {I}ncomplete {I}nformation" , booktitle= "Preprints of Workshop: Foundations of Deductive Databases and Logic Programming" , year = "1986" , pages = "242--283" , address = "Washington, D.C." , month = "August" , ) @inproceedings ( IMIELINSKI89, key = "Imieli\'{n}ski \& Vadaparty" , author = "Imieli\'{n}ski, T. and Vadaparty, K." , title = "{C}omplexity of query processing in databases with or-objects" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , year = "1989" , pages = "51--65" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( IMIELINSKI89A, key = "Imieli\'{n}ski" , author = "Imieli\'{n}ski, T." , title = "{I}ncomplete {I}nformation in {L}ogical {D}atabases" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "29--40" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( IMIELINSKI89B, key = "Imieli\'{n}ski \& Lipski" , author = "Imieli\'{n}ski, T. and Lipski, W., Jr." , title = "{E}pilogue to `{I}ncomplete {I}nformation in a {R}elational {D}atabase'" , booktitle= "Readings in Artificial Intelligence and Databases" , editor = "M.L. Brodie and J. Mylopoulos" , publisher= "Springer-Verlag" , address = "Berlin and New York" , year = "1989" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI91, key = "Imieli\'{n}ski et al." , author = "Imieli\'{n}ski, T. and Naqvi, S. and Vadaparty, K." , title = "{I}ncomplete {O}bjects---{A} {D}ata {M}odel for {D}esign and {P}lanning {A}pplications" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , address = "Denver, CO" , month = "May" , year = "1991" , pages = "288--297" , abstract= "We are motivated by applications within design, planning and scheduling areas, where current research appears to be focused on syntactic issues of performance and volume. We take a more semantic view of applications within these areas and discover several useful functionalities that are poorly supported. For example, facilities for handling incomplete specifications are quite inadequate. We introduce a notion of OR-objects and show that it captures incomplete specifications naturally. In particular a database with OR-objects represents a set of possible worlds, e.g., a world for each design or schedule, and queries can either be evaluated in the ``interpretations'' of the database, or in the database itself. We formalize these notions of interpretations and hypothetical queries in an object-oriented setting, and provide a complexity characterization for our queries." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( IMIELINSKI91A, key = "Imieli\'{n}ski et al." , author = "Imieli\'{n}ski, T. and Naqvi, S. and Vadaparty, K." , title = "{Q}uerying {D}esign and {P}lanning {D}atabases" , booktitle= "Proc. of the Int. Conf. on Deductive and Object-Oriented Databases (DOOD'91)" , address = "Munich, Germany" , month = "December" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( JAEGERMANN78, key = "Jaegermann" , author = "Jaegermann, M." , title = "{I}nformation storage and retrieval systems with incomplete information" , journal = "Fundamenta Informatic\ae" , volume = "II" , year = "1978" , pages = "17--41" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( JIA92, key = "Jia et al." , author = "Jia, Y. and Feng, Z. and Miller, M." , title = "{A} {M}ultivalued {A}pproach to {H}andle {N}ulls in {RDB}" , booktitle= "Future Database'92, Proceedings of the Second Far-East Workshop on Future Database Systems" , address = "Kyoto, Japan" , month = "April" , year = "1992" , pages = "71--76" , abstract= " To handle incomplete data in Database and Information systems is a nontrivial problem. There is no fully satisfactory design theory incorporating null values in Relational Database systems. In this paper we present our multivalued logical proposal to deal with null values in Relational Datanases. This method is different from classifying nulls into multi categories, such as Codd's four valued logic which classified nulls into applicable and inapplica ble nulls, respectively. We believe that four valued logic cannot cover all possible nulls, and neither can n+1 valued logic. Our multivalued logical approach is based on traditional three valued logic, which gives each null value a possible truth degree. The result of a query will depend on truth degrees of the nulls involved, giving a 'probabilistic' response to the query. To deal with null values of various truth degrees we introduce an augmented set of relational and logical operations. An arithematic operation approach for nulls is introduced, which we believe can be extended for traditional relational algebra. To simplify the handling of nulls by a RDBMS, a measurement of null truth level is proposed. According to the truth level of a null, RDBMS can decide whether to use it in calculation or ignore it. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( JICHAO87, key = "Jichao" , author = "Jichao, H." , title = "{E}xtending relational model to deal with null value (in {C}hinese)" , journal = "Chinese Journal of Computation" , volume = "10" , number = "8" , year = "1987" , pages = "449--459" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( JOHNSON91, key = "Johnson" , author = "Johnson, C. A." , title = "{H}andling indefinite and negative data in a deductive database" , journal = "Data \& Knowledge Engineering" , volume = "6" , number = "4" , month = "July" , year = "1991" , pages = "333--348" , keywords= "Deductive databases; indefinite data; negative data; closed world metarules;; Bibel's connection method" , abstract= "We introduce the notion of a minimal interpretation of an indefinite deductive database and present a closed world metarule based on this notion with which negative data may be inferred from the database. We also investigate a possible implementation of our metarule using a path checking algorithm adapted from Bibel`s connection method." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( KACPRZYK86, key = "Kacprzyk \& Ziolkowski" , author = "Kacprzyk, J. and Ziolkowski, A." , title = "{D}atabase queries with fuzzy linguistic quantifiers" , journal = "IEEE Trans. Syst. Man Cybern. SMC-16" , volume = "3" , month = "May/June" , year = "1989" , pages = "474--479" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( KACPRZYK89, key = "Kacprzyk et al." , author = "Kacprzyk, J. and Zadrozny, S. and Ziolkowski, A." , title = "{FQUERY} {III} plus. {A} 'human-consistent' database querying system based on fuzzy logic with linguistic quantifiers" , journal = "Information Sciences" , volume = "14" , number = "6" , pages = "???--???" , year = "1989" , abstract= " Using a fuzzy-logic-based calculus of linguistically quantified propositions we present FQUERY III plus , a new, more 'human-friendly' and easier-to-use implementation of a querying scheme proposed originally by J. Kacprzyk and A. Ziolkowski to handle imprecise queries including a linguistic quantifier as, e.g. 'find all records in which most (almost all, much more than 75%,...or any other linguistic quantifier) of the important attributes (out of a specified set) are as desired (e.g. equal to five, more than 10, large, more or less equal to 15, etc.) FQUERY III plus is an 'add-on' to Ashton- Tate's dBase III Plus. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KAMEL88, key = "Kamel et al." , author = "Kamel, M. S. and Loo, W. S. and Wong, A. K. C." , title = "{I}ntelligent database query translation" , booktitle= "Proceedings of the 1988 IEEE International Conference on Systems, Man, and Cybernetics" , address = "Beijing/Shenyang, China" , month = "August" , year = "1988" , pages = "665--669" , abstract= " The authors discuss techniques for processing database queries that are not required to be formulated based on complete and precise knowledge of the query specification as defined in the database management system. Specific attention is given to processing queries that are ill-defined, not complete, and fuzzy. The authors propose a query translator that tries to bridge the gap between the user's semantically stated query and its full specification as required by the database. The translator utilizes a graph-based structure to represent queries and relations in the database. The translator transforms a logical query graph, modeling a user's query (which may be ill-defined), into a complete query graph which provides the detailed description of the query, allowing corrective responses. An intermediate query language (IQL) has been developed to serve as input to the translator. The translator has been implemented using Interlisp-D, and its performance has been demonstrated. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( KAMEL90, key = "Kamel et al." , author = "Kamel, M. S. and Hadfield, B. and Ismail, M." , title = "{F}uzzy {Q}uery {P}rocessing using {C}lustering {T}echniques" , journal = "Information Processing \& Management" , volume = "26" , number = "2" , year = "1990" , pages = "279--293" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KAO87, key = "Kao et al." , author = "Kao, M. and Cercone, N. and Luk, W." , title = "{W}hat do you mean ``{N}ull''? {T}urning {N}ull {R}esponses into {Q}uality {R}esponses" , booktitle= "Proceedings of the Third International Conference on Data Engineering" , year = "1987" , pages = "356--364" , abstract= "When natural language {\em front-ends} are introduced to database management systems, generation of quality responses have proven problematical in situations when null values arise. In our work, in which we assume the database query language is SQL, we present methods for responding with appropriate answers to null value responses. To do so we use a knowledge base based on RM/T, an extended relational model proposed by E. F. Codd. The advantages of this approach are described. To demonstrate the utility of the knowledge base, a simple knowledge base is constructed. A detailed algorithm is given to provide additional information when a null answer is returned." , bibdate = "Wed Jul 31 09:59:23 1991" , owner = "curtis" , ) @inproceedings ( KELLER84B, key = "Keller \& Wilkins" , author = "Keller, A. M. and Wilkins, M. W." , title = "{A}pproaches for {U}pdating {D}atabases {W}ith {I}ncomplete {I}nformation and {N}ulls" , booktitle= "Proceedings of the International Conference on Data Engineering" , organization= "IEEE Computer Society" , publisher= "IEEE Computer Society Press" , address = "Los Angeles, CA" , month = "April" , year = "1984" , pages = "332--340" , keywords= "null values, incomplete information, updates, databases, relational databases" , abstract= "In this paper we consider approaches to updating databases containing null values and incomplete information. Our approach distinguishes between modeling incompletely known worlds and modeling changes in these worlds. As an alternative to the open and closed world assumptions, we propose the modified closed world assumption. Along with the discussion of updating, we address some issues of refining incompletely specified information." , bibdate = "Wed Sep 2 14:16:04 1987" , owner = "mckenzie" , ) @article ( KELLER85C, key = "Keller \& Wilkins" , author = "Keller, A. M. and Wilkins, M. W." , title = "{O}n the {U}se of an {E}xtended {R}elational {M}odel to {H}andle {C}hanging {I}ncomplete {I}nformation" , journal = "IEEE Transactions on Software Engineering" , publisher= "IEEE" , volume = "SE-11" , number = "7" , month = "July" , year = "1985" , pages = "620--633" , keywords= "Databases; incomplete information; null values; relational databases; updates" , abstract= "In this paper we consider approaches to updating databases containing null values and incomplete information. Our approach distinguishes between modeling incompletely known worlds and modeling changes in these worlds. As an alternative to the open and closed world assumptions, we propose the expanded closed world assumption. Under this assumption, we discuss how to perform updates on databases containing set nulls, marked nulls, and simple conditional tuples, and address some issues of refining incompletely specified information." , bibdate = "Tue Jan 20 12:22:53 1987" , owner = "manning" , ) @article ( KELLER86A, key = "Keller" , author = "Keller, A. M." , title = "{S}et-theoretic {P}roblems of {N}ull {C}ompletion in {R}elational {D}atabases" , journal = "Information Processing Letters" , volume = "22" , number = "5" , month = "April" , year = "1986" , pages = "261--265" , keywords= "relational databases, null values, set theory, incomplete information, x-relation" , abstract= "When considering using databases to represent information, the relationship between two facts where one may imply the other needs to be addressed. In relational databases, this question becomes whether null completion is assumed. That is, does a (possibly partially-defined) tuple imply the existence of tuples that are ``less informative'' than the original tuple. We show that no relational algebra, that assumes equivalence under null completion, can include set-theoretic operators that are compatible with ordinary set theory. Thus, the approach of x-relations is incompatible with the axioms of a boolean algebra." , bibdate = "Wed Aug 19 21:42:40 1987" , owner = "mckenzie" , ) @article ( KENT91, key = "Kent" , author = "Kent, W." , title = "{T}he {B}reakdown of the {I}nformation {M}odel in {M}ulti-{D}atabase {S}ystems" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "20" , number = "4" , year = "1991" , pages = "10--15" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KENT91A, key = "Kent" , author = "Kent, W." , title = "{S}olving {D}omain {M}ismatch and {S}chema {M}ismatch {P}roblems with an {O}bject-{O}riented {D}atabase {P}rogramming {L}anguage" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Barcelona, Spain" , year = "1991" , pages = "147--160" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KIESSLING92, author = {Kiessling, W. and Th\"{o}ne, H. and G\"{u}ntzer, U.} , title = "{D}atabase {S}upport for {P}roblematic {K}nowledge" , year = "1992" , booktitle= "Proc. EDBT92 International Conference on Extending Database Technology" , address = "Vienna, Austria" , ) @inproceedings ( KIFER88, key = "Kifer \& Li" , author = "Kifer, M. and Li, A." , title = "{O}n the {S}emantics of {R}ule-{B}ased {E}xpert {S}ystems with {U}ncertainty" , booktitle= "Proceedings of the International Conference on Database Theory" , publisher= "Springer-Verlag" , year = "1988" , pages = "102--117" , abstract= "We present a formal semantics for rule-based systems with uncertainty (this field has also become known as ``quantitative logic programming''). Unlike previous works, our framework is general enough to accommodate most of the known schemes of reasoning with uncertainty found in the existing expert systems. We provide a rigorous treatment of the issue of evidential independence, and study its impact on the semantics. To the best of our knowledge, this issue has not been addressed before in the literature on quantitative logic programming. In expert systems evidential independence received only an ad hoc treatment, while the approaches found in the theory of evidential reasoning are feasible only in small scale systems. We discuss the problem of query optimization and, as a first-step, present a quantitative semi-naive query evaluation algorithm -- generalization of a method well-known in deductive databases. Treatment of negation and conflicting evidence based on, so called, support logic is given in the last part of the paper, where we extend the semantics of stratified programs to deal with uncertainty." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @article ( KING91, key = "King \& Small" , author = "King, P. and Small, C." , title = "{D}efault {D}atabases and {I}ncomplete {I}nformation" , journal = "Computer Journal" , volume = "34" , number = "3" , month = "June" , year = "1991" , pages = "239--244" , abstract= " We present the concept of a default database which comprises a set of facts, a set of deduction rules, and a set of defaults. Defaults define assumptions to be made about information not derivable from the rules and facts. Defaults, by augmenting the information which is a consequence solely of the rules and facts, enable definite responses to queries on the basis of 'common sense' assumptions rather than responses of the form 'unknown'. The augmented information is termed an extension. Although such an extension is self- consistent, in general two or more mutually inconsistent extensions can arise. We characterise the rules and defaults of a database as safe if only one extension can arise for any given set of facts. We give conditions which are necessary and sufficient to ensure safety." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @book ( KLIR88, key = "Klir \& Folger" , author = "Klir, G. J. and Folger, T. A." , title = "{F}uzzy {S}ets, {U}ncertainty and {I}nformation" , publisher= "Prentice-Hall" , address = "Englewood Cliffs, NJ" , year = "1988" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( KOCHAREKAR89, key = "Kocharekar" , author = "Kocharekar, R." , title = "{N}ulls in {R}elational {D}atabases: {R}evisited" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "18" , number = "1" , month = "March" , year = "1989" , pages = "68--73" , abstract= "This paper discusses the semantic issues related to null values problem in relational databases. We argue that the proposed set of maybe operations with the three valued logic is still not adequate and needs further enhancements." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KORNATZKY93, key = "Kornatzky \& Shimony" , author = "Kornatzky, Y. and Shimony, S." , title = "{A} {P}robabilistic {S}patial {D}ata {M}odel" , booktitle= "DEXA'93" , address = "Prague, Czech Republic" , month = "September" , year = "1993" , abstract= "Spatial information in autonomous robot tasks is uncertain due to measurement errors, the dyntamic nature of the world, and an incompletely known environment. We present a probabilistic spatial data model capable of describing relevant spatial data, such as object location, shape, composition, and other parameters, in the presence of uncertainty. Uncertain spatial information is modeled through continuous probability distributions on values of attributes. The data model is designed to support our visual tracking and navigation prototype." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( KORNATZKY93A, key = "Kornatzky \& Shimony" , author = "Kornatzky, Y. and Shimony, S." , title = "{A} {P}robabilistic {O}bject-{O}riented {D}ata {M}odel" , type = "TR" , number = "FC 93-04" , institution= "Ben-Gurion University" , year = "1993" , month = "May" , abstract= "Intelligent systems such as autonomous robots interacting with the real world encounter uncertainty in their knowledge about the world, due to incomplete information, data acquisition errors, and uncertainty about cause and effect. To operate in such an environment, uncertain information needs to be represented explicitly in their world model (database). We present an object-oriented data model that describes uncertainty through the use of probabilities. The model represents uncertainty with respect to values of attributes, and with respect to class hierarchy." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KOUBARAKIS93, key = "Koubarakis" , author = "Koubarakis, M." , title = "{R}epresentation and {Q}uerying in {T}emporal {D}atabases: the {P}ower of {T}emporal {C}onstraints" , booktitle= "Proceedings of the International Conference on Data Engineering" , address = "Vienna, Austria" , month = "April" , pages = "327--334" , year = "1993" , abstract= "We propose a temporal database model capable of representing absolute, relative, imprecise and indefinite temporal data. Our model is based on temporal tables i.e., relation-like representations which can contain variables constrained by the formulas of a temporal theory. We define an algebraic query language for temporal tables and discuss some problems related to query answering." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( KOURAMAJIAN92, key = "Kouramajian \& Elmasri" , author = "Kouramajian, V. and Elmasri, R." , title = "{A} {G}eneralized {T}emporal {M}odel" , type = "Tech. Report" , institution= "University of Texas at Arlington" , year = "1992" , month = "February" , abstract= " " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KRATZER85, key = "Kratzer and Schreier" , author = "Kratzer, K. and Schreier, U" , title = "{B}ehandlung von {A}usnahmesituationen mit einer {M}etadatenbank" , booktitle= {Proc. GI-Fachtagung, Datenbank-Systeme f\"ur B\"uro, Technik und Wissenschaft, Germany} , address = "Karlsruhe, Germany" , year = "1985" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( KURUTACH93, key = "Kurutach \& Franklin" , author = "Kurutach, W. and Franklin, J." , title = "{O}n {T}emporal-fuzziness in {T}emporal {F}uzzy {D}atabases" , booktitle= "DEXA'93" , address = "Prague, Czech Republic" , month = "September" , year = "1993" , pages = "154--165" , abstract= "We propose a framework for a database model unifying both imprecision and time aspects of data. Particularly, we emphasize that the fuzzy meanings of linguistic data can change with time; we call this property temporal-fuzziness. The major problems arising from the lack of the ability to handle this property have been studied, i.e. users and databases misinterpret the meaning of data. Thus, it is essential to treat temporal-fuzziness within an appropriate framework like ours. In our work, we employ concepts based on fuzzy set theory - possibility theory and linguistic variables - for modeling and evaluating uncertain/imprecise data from three domain types, i.e.. quantitative, qualitative, and multivalued logic data domains. To model past data, the tuple time stamping method and the discrete time conceptual model are utilized. We introduce three kinds of measures for each domain type to evaluate data. They can provide upper bounded, lower bounded, and approximate answers to queries. Then, Temporal Fuzzy Data Model and a metadatabase are proposed. The condept of metadatabase allows the time-variant property of fyzzy meanings to be modeled. Since based on the relational model, our model has a uniform and simple structure." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( LACROIX76, key = "Lacroix \& Pirotte" , author = "Lacroix, M. and Pirotte, A." , title = "{G}eneralized {J}oins" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "8" , number = "3" , year = "1976" , pages = "14--15" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LAKSHMANAN88, key = "Lakshmanan" , author = "Lakshmanan, V. S." , title = "{Q}uery {E}valuation with {N}ull {V}alues: {C}ompleteness and {C}omplexity" , year = "1988" , pages = "218--227" , booktitle= "Office and Data Base Systems Research" , address = "Computer Systems Research Institute, University of Toronto, Toronto, Canada, M5S 1A1" , month = "September" , ) @inproceedings ( LAKSHMANAN89, key = "Lakshmanan" , author = "Lakshmanan, V. S." , title = "{Q}uery {E}valuation with {N}ull {V}alues: {H}ow {C}omplex is {C}ompleteness?" , booktitle= "Proceeding of the Ninth Conference on Foundations of Software Technology and Theoretical Computer Science" , address = "Bangalore, India" , month = "December" , year = "1989" , pages = "204--222" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LAURENT88, key = "Laurent \& Spyratos" , author = "Laurent, D. and Spyratos, N." , title = "{P}artition {S}emantics for {I}ncomplete {I}nformation in {R}elational {D}atabases" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , organization= "Association for Computing Machinery" , publisher= "ACM Press" , year = "1988" , pages = "66--73" , abstract= "We define partition semantics for databases with incomplete information and we present an algorithm for query processing in the presence of incomplete information and functional dependencies. We show that Lipski's model for databases with incomplete information can be seen as a special case of our model." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @inproceedings ( LEE92, key = "Lee" , author = "Lee, S. K." , title = " {A}n {E}xtended {R}elational {D}atabase {M}odel for {U}ncertain and {I}mprecise {I}nformation" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Vancouver, Canada" , month = "August" , year = "1992" , bibdate = "Wed Apr 1 15:20:41 1992" , owner = "curtis" , ) @inproceedings ( LEE92B, key = "Lee" , author = "Lee, S. K." , title = "{I}mprecise and {U}ncertain {I}nformation in {D}atabases: {A}n {E}vidential {A}pproach" , booktitle= "Proceedings of the International Conference on Data Engineering" , organization= "ieee" , publisher= "IEEE Computer Society Press" , address = "Los Alamitos, CA" , editor = "Golshani, F." , volume = "8" , month = "February" , year = "1992" , pages = "614--621" , abstract= "A new approach of representing imprecise and uncertain data and evaluating queries in the framework of an extended relational database model based on the Dempster-Shafer theory of evidence is proposed. Because of the ability of combining evidences from different sources, the semantics of the update operation of imprecise or uncertain data is reconsidered. By including an undefined value in a domain, three different cases of a null value is presented: unknown, inapplicable, and unknown or inapplicable. In this model, two levels of uncertainty in the database are supported: one is for the attribute value level, the other is for the tuple level." , bibdate = "Fri Sep 4 22:01:47 1992" , owner = "leoso" , ) @inproceedings ( LEFONS83, key = "Lefons et al." , author = "Lefons, E. and Silvestri, A. and Tangorra, F." , title = "{A}n {A}nalystic {A}pproach to {S}tatistical {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Florence, Italy" , month = "October" , year = "1983" , pages = "260--274" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LEIKAUF89, key = "Leikauf" , author = "Leikauf, P." , title = "{K}onsistenzsicherung durch {V}erwaltung von {K}onsistenzverletzungen" , booktitle= {Proc. GI-Fachtagung, Datenbank-Systeme f\"ur B\"uro, Technik und Wissenschaft, Germany} , address = {Z\"urich, Switzerland} , year = "1989" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( LENZERINI91, key = "Lenzerini" , author = "Lenzerini, M." , title = "{T}ype {D}ata {B}ases with {I}ncomplete {I}nformation" , journal = "Information Sciences" , volume = "53" , year = "1991" , pages = "61--87" , abstract= "The type data base is the part of the data base in which all the information about classes, membership relationships between objects and classes, and interdependencies among classes are collected. We study specific type data bases, which allow for representing different kinds of incomplete information, such as existential and disjunctive assertions. In particular, we address the problems of consistency checking and query answering, proposing efficient solutions for both of them. Our analysis is carried out in the context of the logical approach to data bases and knowledge representation, which provides a suitable formal basis for the treatment of incomplete information." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LERAT86A, key = "Lerat" , author = "Lerat, N." , title = "{Q}uery {P}rocessing in {I}ncomplete {L}ogical {D}atabases" , booktitle= "Proceedings of the International Conference on Database Theory" , publisher= "Springer-Verlag" , address = "Rome, Italy" , editor = "Ausiello, G. and Atzeni, P." , month = "September" , year = "1986" , pages = "260--277" , abstract= "An incomplete database $T$ combines two types of information about the real world modeled by the database: (a) the relational database with null values (``value not known'') represented by axioms of First Order Theory $T_0$ and (b) the data dependencies that are known to be satisfied in the real world. For a given set of dependencies (functional and inclusion dependencies), a chase process transforms in two steps (``forward'' and ``backward'' chase) type (b) information into an equivalent type (a) form. This yields a new first order theory $T_1$; for a class $\Gamma$ of queries (subclass of monotone queries) the evaluation on $T$ and on $T_1$ are equivalent. A technique involving both algebraic and theorem-proving methods provides for a sound and complete evaluation of the query." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @article ( LERAT86B, key = "Lerat \& Lipski" , author = "Lerat, N. and Lipski, W., Jr." , title = "{N}onapplicable {N}ulls" , journal = "Theoretical Computer Science" , publisher= "North-Holland" , volume = "46" , year = "1986" , pages = "67--82" , abstract= "A nonapplicable null appears in a relation whenever the value of the corresponding attribute does not exist. In order to evaluate a query on a relation {\em r} involving such null values, the information contained in {\em r} is represented by a set of {\em null-free} instances, then the query on {\em r}--expressed in a {\em user-friendly} query language ({\em Generalized Relational Calculus})--is translated into a set of queries on the null-free instances. Conversely, we define the operations on relations with nulls ({\em Generalized Relational Algebra}) and we proved an extension of Codd's completeness theorem." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @article ( LEVENE91, key = "Levene \& Loizou" , author = "Levene, M. and Loizou, G." , title = "{C}orrection to {N}ull {V}alues in {N}ested {R}elational {D}atabases by {M}. {A}. {R}oth, {H}. {F}. {K}orth, and {A}. {S}ilberschatz" , journal = "Acta Informatica" , volume = "28" , year = "1991" , pages = "603--605" , abstract= "We show that the extended projection of a nested relation in Partitioned Normal Form (PNF) is not a precise generalization of standard projection with respect to unnesting and PNF possibility function POSS*." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @book ( LEVENE92, key = "Levene" , author = "Levene, M." , title = "{T}he {N}ested {U}niversal {R}elation {D}atabase {M}odel" , year = "1992" , publisher= "Springer-Verlag" , series = "Lecture Notes in Computer Science 595" , ) @inproceedings ( LEVESQUE80, key = "Levesque" , author = "Levesque, H. J." , title = "{I}ncompleteness in {K}nowledge {B}ases" , booktitle= "Proc. of the Workshop on Data Abstraction, Databases and Conceptual Modeling" , address = "Pingree Park, CO" , month = "June" , year = "1980" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LEVESQUE81, key = "Levesque" , author = "Levesque, H. J." , title = "{T}he interaction with incomplete knowledge bases: a formal treatment" , booktitle= "Proceedings of the International Joint Conference on Artificial Intelligence" , address = "Vancouver, B.C." , month = "August" , year = "1981" , pages = "240--245" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( LEVESQUE82A, key = "Levesque" , author = "Levesque, H. J." , title = "{A} {F}ormal {T}reatment of {I}ncomplete {K}nowledge {B}ases" , school = "University of Toronto" , address = "Toronto, Canada" , month = "February" , year = "1982" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( LEVESQUE82B, key = "Levesque" , author = "Levesque, H. J." , title = "{A} {F}ormal {T}reatment of {I}ncomplete {K}nowledge {B}ases" , type = "FLAIR Technical Report" , number = "3" , institution= "Fairchild Laboratory for Artificial Intelligence Research, Palo Alto, CA" , year = "1982" , month = "February" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( LEVESQUE84, key = "Levesque" , author = "Levesque, H. J." , title = "{T}he {L}ogic of {I}ncomplete {D}atabases" , booktitle= "On Conceptual Modeling: Perspectives from Artificial Intelligence Databases and Programming Languages" , editor = "M. Brodie and J. Mylopoulos and J.W. Schmidt" , publisher= "Springer-Verlag" , address = "Berlin and New York" , year = "1984" , pages = "165--186" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIEN79, key = "Lien" , author = "Lien, Y." , title = "{M}ultivalued {D}ependencies with {N}ull {V}alues in {R}elational {D}ata {B}ases" , booktitle= "Proceedings of the Conference on Very Large Databases" , year = "1979" , pages = "61--66" , abstract= "The role of null values in a relational data base is considered within the framework of multivalued dependencies. When a relation contains null values, a different treatment of data dependencies and different relational operations such as projection and join, are necessary, This paper develops a complete axiomatization for the revised multivalued dependencies. In particular, complementation, reflexivity, augmentation, and union are shown to be a complete set of inference rules. In contrast with the conventional multivalued dependencies, the transitivity rule cannot be used. These results provide a framework for the use of the revised multivalued dependencies in choosing relations and their attributes for a feasible data-base design." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @article ( LINN87, key = "Linn" , author = "Linn, F." , title = "{M}issing and {I}napplicable {V}alues" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , publisher= "Association for Computing Machinery" , volume = "16" , number = "2" , month = "September" , year = "1987" , pages = "18--19" , abstract= "None given." , bibdate = "Wed Jul 31 17:58:23 1991" , owner = "curtis" , ) @inproceedings ( LIPSKI76, key = "Lipski" , author = "Lipski, W., Jr." , title = "{I}nformational {S}ystems with {I}ncomplete {I}nformation" , booktitle= "Proceedings of the 3rd International Colloquium on Automata, Languages and Programming" , address = "Edinburgh, Scotland" , month = "July" , year = "1976" , pages = "120--130" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIPSKI77, key = "Lipski" , author = "Lipski, W., Jr." , title = "{O}n the logic of incomplete information" , booktitle= "Proceedings of the 6th International Symposium on the Mathematical Foundations of Computer Science" , address = "Tatransk\'{a} Lomnica, Czechoslovakia" , month = "September" , year = "1977" , pages = "374--381" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIPSKI77A, key = "Lipski" , author = "Lipski, W., Jr." , title = "{O}n {S}emantic {I}ssues {C}onnected with {I}ncomplete {D}ata {B}ases (extended abstract)" , booktitle= "Proceedings of the Conference on Very Large Databases" , month = "October" , address = "Florence, Italy" , year = "1977" , pages = "491" , abstract= "do not have article QA 76.9 area" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( LIPSKI79B, key = "Lipski" , author = "Lipski, W., Jr." , title = "{O}n {S}emantic {I}ssues {C}onnected with {I}ncomplete {I}nformation {D}atabases" , journal = "ACM Transactions on Database Systems" , publisher= "ACM" , volume = "4" , number = "3" , month = "September" , year = "1979" , pages = "262--296" , bibdate = "Sun Nov 6 10:30:39 1988" , owner = "" , abstract= "Various approaches to interpreting queries in a database with incomplete information are discussed. A simple model of a database is described, based on attributes which can take values in specific attribute domains. Information incompleteness means that instead of having a single value of an attribute, we have a subset of the attribute domain, which represents our knowledge that the actual value, though unknown, is one of the values in this subset. This extends the idea of Codd's null value corresponding to the case when this subset is the whole attribute domain. A simple query language to communicate with such a system is described and its various semantics are precisely defined. We emphasize the distinction between two different interpretations of the query language -- the external one, which refers the queries directly to the real world modeled in an incomplete way by the system, and the internal one, under which the queries refer to the system's information about this world rather than to the world itself. Both external and internal interpretations are provided with the corresponding sets of axioms which serve as a basis for equivalent transformations of queries. The technique of equivalent transformations of queries is then extensively exploited for evaluating the interpretation of (i.e. the response to) a query" , ) @article ( LIPSKI81, key = "Lipski" , author = "Lipski, W., Jr." , title = "{O}n {D}atabases with {I}ncomplete {I}nformation" , journal = "Journal of the Association of Computing Machinery" , volume = "28" , number = "1" , year = "1981" , pages = "41--70" , keywords= "database, incomplete information, query language semantics, implicit information, modal logic, relational model, null values" , abstract= "Semantic and logical problems arising in an incomplete information database are investigated. A simple query language is described, and its semantics, which refers the queries to the information about reality contained in a database, rather than to reality itself, is defined. This approach, called the internal interpretation, is shown to lead in a natural way to the notions of a topological Boolean algebra and a model logic related to S4 in the same way as referring queries directly to reality (external interpretation) leads to Boolean algebras and classical logic. An axiom system is given for equivalent (with respect to the internal interpretation) transformation of queries, which is then exploited as a basic tool in a method for computing the internal interpretation for a broad class of queries. An interesting special case of the problem of determining the internal interpretation amounts to deciding whether an assertion about reality (a ``yes-no'' query) is consistent with the incomplete information about reality contained in a database. A solution to this problem, which relies on the classical combinatorial problem of distinct representatives of subset, is given." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @techreport ( LIPSKI83, key = "Lipski" , author = "Lipski, W., Jr." , title = "{L}ogical {P}roblems {R}elated to {I}ncomplete {I}nformation in {D}atabases" , type = "Technical Report" , number = "138" , institution= "Laboratoire de Recherche en Informatique, Universit\'{e} de Paris-Sud, Centre d'Orsay" , year = "1983" , month = "September" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIPSKI84, key = "Lipski" , author = "Lipski, W., Jr." , title = "{O}n {R}elational {A}lgebra with {M}arked {N}ulls" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , address = "Waterloo, Ontario, Canada" , month = "April" , year = "1984" , pages = "201--203" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIU87, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{A}pplying an {E}xtended {R}elational {M}odel to {I}ndefinite {D}eductive {D}atabases" , booktitle= "Proceedings of the 2nd International Symposium on Methodologies for Intelligent Systems" , address = "Charlotte, NC" , month = "October" , year = "1987" , pages = "175--184" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LIU88, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{O}n representing indefinite and maybe information in relational databases" , booktitle= "International Conference on Data Engineering" , address = "Los Angeles, CA" , month = "February" , year = "1988" , pages = "250--257" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( LIU90A, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{I}ndefinite and {M}aybe {I}nformation in {R}elational {D}atabases" , journal = "ACM Transactions on Database Systems" , volume = "15" , number = "1" , month = "March" , year = "1990" , pages = "1--39" , keywords= "first-order logic; incomplete information; indefinite databases; indefinite/disjunctive information; maybe information; query; relational algebra; relational database" , abstract= "This paper extends the relational model to represent indefinite and maybe kinds of incomplete information. A data structure, called I-table, which is capable of representing indefinite and maybe facts is introduced. The information content of I-tables is precisely defined, and an operator to remove redundant facts is presented. The relational algebra is then extended in a semantically correct way to operate on I-tables. Queries are posed in the same way as in conventional relational algebra; however, the user may now expect indefinite as well as maybe answers." , bibdate = "Tue Apr 10 13:33:56 1990" , owner = "robyn" , ) @inproceedings ( LIU90B, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{O}n {R}epresenting {I}ndefinite and {M}aybe {I}nformation in {R}elational {D}atabases: a {G}eneralization" , booktitle= "Proceedings of the Sixth International Conference on Data Engineering" , year = "1990" , pages = "495--502" , abstract= "This paper generalizes the relational model to rep- resent indefinite and maybe kinds of incomplete information. A data structure, called {\em M-table}, is introduced which is capable of representing disjunctive/indefinite and maybe facts. The notion of redundancy in the context of indefinite and maybe information is studied. The information content of an M-table is precisely defined. The relational algebra is then generalized in a semantically correct manner to operate on M-tables. Queries are posed in the same manner as in the conventional relational algebra, however the user may now expect indefinite as well as maybe answers." , bibdate = "Wed Jul 31 09:59:23 1991" , owner = "curtis" , ) @article ( LIU91A, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{A} {G}eneralized {R}elational {M}odel for {I}ndefinite and {M}aybe {I}nformation" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "3" , number = "1" , year = "1991" , pages = "65--76" , keywords= "database, incomplete information, indefinite database, maybe information, query, relational algebra, relational model" , abstract= "This paper generalizes the relational model to represent indefinite and maybe kinds of incomplete information. A data structure, called {\em M-table}, is introduced which is capable of representing disjunctive/indefinite and maybe facts. The notion of redundancy in the context of indefinite and maybe information is studied. The information content of an {\em M-table} is precisely defined. The relational algebra is then generalized in a semantically correct manner to operate on {\em M-tables}. Two additional operators {\em R-projection} and {\em merge}, are introduced. Queries are posed in the same manner as in the conventional relational algebra, however the user may now expect indefinite as well as maybe answers." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @inproceedings ( LIU91B, key = "Liu \& Sunderraman" , author = "Liu, K. C. and Sunderraman, R." , title = "{N}atural {J}oins in {R}elational {D}atabases with {I}ndefinite and {M}aybe {I}nformation" , booktitle= "Proceedings of the Seventh International Conference on Data Engineering" , year = "1991" , pages = "132--194" , abstract= "Natural joins are defined, in a semantically correct way, on I-tables of an extended relational database model with indefinite and maybe information. Rudimentary or naive algorithms for computing natural joins on I-tables require an exponential number of pair-up operations and block access proportional to the size of I-tables. This is due to the combinatorial nature of natural joins on I-tables. Thus, the problem becomes intractable for large I-tables. In this paper, we propose an algorithm for computing natural joins under the extended model which reduces the number of pair-up operations and block accesses to a linear order of complexity with respect to the size of I-tables." , bibdate = "Wed Jul 31 09:59:23 1991" , owner = "curtis" , ) @article ( LOPEZPERMOUTH90, key = "Lopez-Permouth" , author = "Lopez-Permouth, S. R." , title = "{O}n {C}ategories of {F}uzzy {M}odels" , journal = "Information Services" , volume = "53" , year = "1990" , pages = "211--220" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( LOZINSKII88, key = "Lozinskii" , author = "Lozinskii, E." , title = "{C}omputing {F}acts in {N}on-{{H}}orn {D}eductive {S}ystems" , year = "1988" , pages = "273--279" , booktitle= "Proceedings of the Conference on Very Large Databases" , month = "August" , ) @inproceedings ( LOZINSKII89, key = "Lozinskii" , author = "Lozinskii, E." , title = "{P}lausible {W}orld {A}ssumption" , year = "1989" , pages = "266--275" , booktitle= "Proceedings of the First International Conference on Principles of Knowledge Representation and Reasoning" , month = "May" , ) @article ( LOZINSKII89A, key = "Lozinskii" , author = "Lozinskii, E. L." , title = "{A}nswering atomic queries in indefinite deductive databases" , journal = "International Journal of Intelligent Systems" , volume = "4" , number = "4" , month = "Winter" , year = "1989" , pages = "403--429" , abstract= " Answering queries in indefinite systems is a difficult problem both computationally, since it involves non-Horn clauses and factoring, and conceptually, concerning producting beliefs for formulas not derivable from the system. To provide a basis for reasonable beliefs, we propose new criteria as an alternative to the Full Information Principle. Then an approach to producing stable beliefs, called Plausible World Assumption (PWA), is introduced. It is shown how a set of non-Horn clauses can be transformed into a set of so called singleton-head-rules such that evaluation of a given query is reduced to processing of a set of Horn clauses relevant to the query. Finally, algorithms are presented for computing facts and beliefs for atomic queries in accord with the PWA. This method is shown to be more efficient than the known techniques for query evaluation in indefinite systems. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inbook ( MAIER83A, key = "Maier" , author = "Maier, D." , title = "{N}ull {V}alues, {P}artial {I}nformation, and {D}atabase {S}emantics" , booktitle= "The Theory of Relational Databases" , publisher= "Computer Science Press" , address = "Rockville, MD" , year = "1983" , chapter = "12" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( MANSFIELD92, key = "Mansfield \& Fleischman" , author = "Mansfield, W. H. and Fleischman, R. M." , title = "{A} {H}igh {P}erformance, {A}d-{H}oc, {F}uzzy {Q}uery {P}rocessing {S}ystem for {R}elational {D}atabases" , booktitle= "Proceedings of the North American Fuzzy Information Processing Society" , month = "December" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( MATYUTA89, key = "Matyuta et al." , author = "Matyuta, T. A. and Pasichnik, V. V. and Stogniy, A. A." , title = "{M}eans for {M}anagement of {R}elational {F}uzzy {D}atabases - {W}ay to {M}erging of {S}ystems of {D}ata {B}ases and {K}nowledge {B}ases" , year = "1989" , pages = "337--346" , booktitle= "Proc. First Symposium on Mathematical Fundamentals of Database Systems" , address = "Visegrad, Hungary" , month = "June" , ) @article ( MENDELSON86, key = "Mendelson \& Saharia" , author = "Mendelson, H. and Saharia, A." , title = "{I}ncomplete {I}nformation {C}osts and {D}atabase {D}esign" , journal = "ACM Transactions on Database Systems" , volume = "11" , number = "2" , year = "1986" , pages = "159--185" , abstract= "This paper presents a methodology for trading-off the cost of incomplete information against the data-related costs in the design of database systems. It investigates how the usage patterns of the database, defined by the characteristics of information requests presented to it, affect its conceptual design. The construction of minimum-cost answers to information requests for a variety of query types and cost structures is also studied. The resulting costs of incomplete database information are balanced against the data-related costs in the derivation of the optimal design." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @inproceedings ( MEYDEN90, key = "van der Meyden" , author = "van der Meyden, R." , title = "{R}ecursively {I}ndefinite {D}atabases ({E}xtended {A}bstract)" , booktitle= "International Conference on Database Theory" , year = "1990" , pages = "364--378" , abstract= "We define recursively indefinite databases, a new type of logical database in which indefinite information arises from partial knowledge of the fixpoint of a datalog program. Although, in general, query answering is undecidable, there exists a broad class of queries for which it is decidable, a result we establish by making connections with the theory of hypergraph edge replacement graph grammars. We analyze the complexity of query answering for this class of queries under various constraints and demonstrate a class of databases which generalizes disjunctive databases, but without increasing data complexity." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( MICHALEWICZ87, key = "Michalewicz \& Yeo" , author = "Michalewicz, Z. and Yeo, A." , title = "{S}ets in {R}elational {D}atabases" , year = "1987" , pages = "237--245" , booktitle= "Proc. of the Canadian Information Processing Society" , address = "Edmonton, Canada" , month = "November" , ) @inproceedings ( MICHALEWICZ88, key = "Michalewicz \& Groves" , author = "Michalewicz, Z. and Groves, L. J." , title = "{S}ets and {U}ncertainty in {R}elational {D}atabases" , year = "1988" , pages = "127--137" , booktitle= "Uncertainty and Intelligent Systems, IPMU'88" , address = "Urbino, Italy" , month = "July" , ) @incollection ( MICHALEWICZ88A, key = "Michalewicz \& Groves" , author = "Michalewicz, Z. and Groves, L. J." , title = "{S}ets and uncertainty in relational databases" , booktitle= "Uncertainty and Intelligent Systems" , editor = "Bouchon, B. and Saitta, L and Yager, R. R." , publisher= "Springer Verlag" , address = "Berlin-New York" , year = "1988" , pages = "127--137" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MICHALEWICZ89, key = "Michalewicz \& Chen" , author = "Michalewicz, Z. and Chen, K." , title = "{U}ncertain information in relational databases" , journal = "International Journal of Policy and Information (Taiwan)" , volume = "13" , number = "2" , month = "December" , year = "1989" , pages = "187--202" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MILLER89A, key = "Miller \& Hurson" , author = "Miller, L. L. and Hurson, A. R." , title = "{I}nterpretation of null values in database machine architecture" , journal = "Microprocessing and Microprogramming" , volume = "26" , number = "4" , month = "December" , year = "1989" , pages = "289--300" , abstract= " Missing or incomplete data continue to be a common problem in the data processing environment. Hardware solutions to the database problem, namely the database machines must be able to provide an adequate solution to handling missing data in order to compete with current software solutions. We examine the optimal level of interpreting missing data values in the database machine - the Associative Search Language Machine (ASLM). Two approaches are identified and an analytical evaluation of the two methods is given. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inbook ( MINKER82, key = "Minker" , author = "Minker, J." , title = "{O}n {I}ndefinite {D}atabases and the {C}losed {W}orld {A}ssumption" , booktitle= "6th Conference on Automated Deduction" , publisher= "Springer-Verlag" , year = "1982" , series = "Lecture Notes in Computer Science" , volume = "138" , pages = "292--308" , abstract= "A database is said to be indefinite if there is an answer to a query of the form $P(a) \Or P(b)$ where neither $P(a)$ nor $P(b)$ can be derived from the database. Indefinite databases arise where, in general, the data consists of non-Horn clauses. A clause is non-Horn if it is a disjunction of literals in which more than one literal in the clause is positive. Horn databases, which comprise most databases in existence, do not admit answers of the form $P(a) \Or P(b)$ where neither $P(a)$ nor $P(b)$ are derivable from the database. It has been shown by Reiter that in such databases one can make an assumption, termed the Closed World Assumption (CWA), that to prove that $\not P(a)$ is true, one can try to prove $P(a)$, and if the proof for $P(a)$ fails, one can assume $\not P(a)$ is true. When a database consists of Horn and non-Horn clauses, Reiter has shown that it is not possible to make the CWA. In this paper we investigate databases that consist of Horn and non-Horn clauses. We extend the definition of CWA to apply to such databases. The assumption needed for such databases is termed the Generalized Closed World Assumption (GCWA). Syntactic and semantic definitions of generalized closed worlds are given. It is shown that the two definitions are equivalent. In addition, given a class of null values it is shown that the GCWA gives a correct interpretation for null values." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @techreport ( MINKER83, key = "Minker" , author = "Minker, J." , title = "{O}n theories of definite and indefinite databases" , type = "TR" , number = "1250" , institution= "Department of Computer Science, University of Maryland" , year = "1983" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( MONTGOMERY81, key = "Montgomery \& Ruspini" , author = "Montgomery, C. A. and Ruspini, E. H." , title = "{T}he {A}ctive {I}nformation {S}ystem: {A} {D}ata-{D}riven {S}ystem for the {A}nalysis of {I}mprecise {D}ata" , booktitle= "Proceedings of the Conference on Very Large Databases" , publisher= "IEEE Computer Press" , year = "1981" , pages = "376--384" , abstract= "The concept of Active Information System is introduced. Active Information Systems are collections of autonomous, data-driven tools operating in a data base environment and seeking to produce results that enhance the understandability of the contents of the data base. The activities of the corresponding multiple concurrent processes are coordinated by control mechanisms that perform in a goal oriented manner. The data models supported by Active Systems are characterized by the existence of numerous data elements that are known only in imprecise or uncertain terms. The different types of components of Active Systems are identified and their organization into a prototypical architecture is described. Emphasis is placed on algorithms that assist users in hypothesis generation and verification tasks. These algorithms are based on concepts from data base technology, knowledge based systems, system science and multivalued logic. The technological approaches utilized in the development of an Active System testbed to treat problems of natural language understanding and uncertainty representation are discussed in detail." , bibdate = "Mon Jul 22 14:20:59 1991" , owner = "curtis" , ) @inproceedings ( MORRISSEY87, key = "Morrissey \& van Rijsbergen" , author = "Morrissey, J. M. and van Rijsbergen, C." , title = "{A} {F}ormal {T}reatment of {M}issing \& {I}mprecise {I}nformation" , booktitle= "Proceedings of the Tenth Annual ACM SIGIR Conference on Research and Development in Information Retrieval" , year = "1987" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MORRISSEY90, key = "Morrissey" , author = "Morrissey, J. M." , title = "{I}mprecise {I}nformation and {U}ncertainty in {I}nformation {S}ystems" , journal = "ACM Transactions on Office Information Systems" , volume = "8" , number = "2" , month = "April" , year = "1990" , pages = "159--180" , abstract= "Information systems exist to model, store, and retrieve all types of data. Problems arise when some of the data are missing or imprecisely known or when an attribute is not applicable to a particular object. A consistent and useful treatment of such exceptions is necessary. The approach taken here is to allow any attribute value to be a regular precise value, a string denoting that the value is missing, a string denoting that the attribute is not applicable, or an imprecise value. The imprecise values introduce uncertainty into query evaluation, since it is no longer obvious which objects should be retrieved. To handle the uncertainty, two set of objects are retrieved in response to every query: the set of objects that are known to satisfy with complete certainty and the set that possibly satisfies the query with various degrees of uncertainty. Two methods of estimating this uncertainty, based on information theory, are proposed. The measure of uncertainty is used to rank objects for presentation to a user." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MOTRO88A, key = "Motro" , author = "Motro, A." , title = "{VAGUE}: a user interface to relational databases that permits vague queries" , journal = "ACM Transactions on Office Information Systems" , volume = "6" , number = "3" , month = "July" , year = "1988" , pages = "187--214" , abstract= " A specific query establishes a rigid qualification and is concerned only with data that match it precisely. A vague query establishes a target qualification and is concerned also with data that are close to this target. This article describes a system called VAGUE that can handle vague queries directly. The principal concept behind VAGUE is its extension to the relational data model with data metrics, which are definitions of distances between values of the same domain. A problem with implementing data distances is that different users may have different interpretations for the notion of distance. VAGUE incorporates several features that enable it to adapt itself to the individual views and priorities of its users. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MOTRO89, key = "Motro" , author = "Motro, A." , title = "{I}ntegrity = {V}alidity + {C}ompleteness" , journal = "ACM Transactions on Database Systems" , volume = "14" , number = "4" , month = "December" , year = "1989" , pages = "480--502" , keywords= "closed world assumption; completeness; integrity; integrity constraints; metarelation; relational algebra; relational database; relational view; validity" , abstract= "Database integrity has two complementary components: validity, which guarantees that all false information is excluded from the database, and completeness, which guarantees that all true information is included in the database. This article describes a uniform model of integrity for relational databases, that considers both validity and completeness. To a large degree, this model subsumes the prevailing model of integrity (i.e., integrity constraints). One of the features of the new model is the determination of the integrity of answers issued by the database system in response to user queries. To users, answers that are accompanied with such detailed certifications of their integrity are more meaningful. First, the model is defined and discussed. Then, a specific mechanism is described that implements this model. With this mechanism, the determination of the integrity of an answer is a process analogous to the determination of the answer itself." , bibdate = "Thu Feb 1 14:33:51 1990" , owner = "robyn" , ) @article ( MOTRO89A, key = "Motro" , author = "Motro, A." , title = "{A} {T}rio of {D}atabase {U}ser {I}nterfaces for {H}andline {V}ague {R}etrieval {R}equests" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "54--63" , abstract= "We discuss three user interfaces for situations that involve vague retrieval requests: (1) BAROQUE, a browser for relational databases; (2) VAGUE, a query interpreter for relational databases that can handle neighborhood queries (formal queries with similar-to comparators); and (3) FLEX, and adaptive interface to relational databases that can service satisfactorily users with different levels of expertise (users who submit queries of different levels of correctness and well-formedness)." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MOTRO90A, key = "Motro" , author = "Motro, A." , title = "{A}ccommodating imprecision in database systems: issues and solutions" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "19" , number = "4" , month = "December" , year = "1990" , pages = "69--74" , abstract= " Most database systems are designed under assumptions of precision of both the data stored in their databases, and the requests to retrieve data. In reality, however, these assumptions are often invalid, and in recent years considerable attention has been given to issues of imprecision in database systems. In this paper we review the major solutions for accommodating imprecision, and we describe issues that have yet to addressed, offering possible research directions. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MOTRO90B, key = "Motro" , author = "Motro, A." , title = "{I}mprecision and incompleteness in relational databases: survey" , journal = "Information and Software Technology" , volume = "32" , number = "9" , month = "November" , year = "1990" , pages = "579--588" , keywords= "databases, relational databases, fuzzy sets, imprecision, incompleteness, modelling" , abstract= "Most database systems are designed under assumptions of precision and completeness of both the data they store and the requests to retrieve data, even though in reality these assumptions are often false. In recent years, considerable attention has been given to issues of imprecision and incompleteness in databases. The article surveys and compares the basis approaches that address these issues in relational databases." , bibdate = "Mon Jul 22 14:20:59 1991" , owner = "curtis" , ) @article ( MOTRO92, key = "Motro" , author = "Motro, A." , title = "{A}nnotating {A}nswers with {T}heir {P}roperties" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "21" , number = "1" , month = "March" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( MURTHY90, key = "Murthy \& Kandel" , author = "Murthy, S. V. and Kandel, A." , title = "{F}uzzy {S}ets and {T}ypicality {T}heory" , journal = "Information Sciences" , volume = "51" , pages = "61--93" , year = "1990" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( NAQVI89, key = "Naqvi, S. \& Rossi, F." , author = "Naqvi, S. and Rossi, F." , title = "{R}easoning in {I}nconsistent {D}atabases" , year = "1989" , number = "ACT-ST-269-89" , institution= "MCC" , month = "June" , ) @inproceedings ( NAU89, key = "Nau \& Wedekind" , author = "Nau, H. W. and Wedekind, H." , title = {{D}ie {S}pezifikation von {N}ullwerten als {P}roblem einer wissensbasierten {B}\"uroautomatisierung} , booktitle= {Proc. GI-Fachtagung, Datenbank-Systeme f\"ur B\"uro, Technik und Wissenschaft, Germany} , address = {Z\"urich, Switzerland} , year = "1989" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( OLA89, key = {Ola \& \"{O}zsoyo\v{g}lu} , author = {Ola, A. and \"{O}zsoyo\v{g}lu, G.} , title = "{A} {F}amily of {I}ncomplete {R}elational {D}atabase {M}odels" , booktitle= "Proceedings of the Conference on Very Large Databases" , year = "1989" , pages = "23--31" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( OLA91, key = "Ola" , author = "Ola, A." , title = "{M}odeling of {R}elational {D}atabases with {E}xclusive {D}isjunctions" , type = "Tech. Report" , institution= "North Carolina State University" , year = "1991" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( OLA92, key = "Ola" , author = "Ola, A." , title = "{R}elational {D}atabases with {E}xclusive {D}isjunctions" , booktitle= "Proceedings of the Eighth International Conference on Data Engineering" , address = "Tempe, AZ" , month = "February" , year = "1992" , pages = "328--336" , abstract= "Disjunctive information in relational databases are more likely to be of the exclusive OR variety than the inclusive kind because of tuple uniqueness assumption in relations. There are earlier works that deal with inclusive disjunction. In this paper, we present a mechanism for representing exclusive disjunctive information in database tables using various tuple types and a range for the count of the number of tuples in the unknown relation denoted by a table. The relational algebra operators are extended to take the new tables as operands. Query evaluation in the extended model is sound (i.e., no incorrect facts are derivable) and complete (i.e., all valid conclusions are derivable) for relational algebra expressions consisting of Projection, Difference, Cartesian Product or Selection operators. We also give possible storage structures for storing the base tables, and algorithms for inserting tuples into a table." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( OLA93, key = "Ola \& Ozsoyoglu" , author = "Ola, A. and Ozsoyoglu, G." , title = "{I}ncomplete {R}ealational {D}atabase {M}odels {B}ased on {I}ntervals" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "5" , number = "2" , month = "April" , year = "1993" , pages = "293--308" , abstract= "In this paper, we utilize intervals for unknown values in incomplete relational databases. We use tables to represent unknown relations. First, we define three partial tuple types in a table to specify incompleteness relationships among tuples of the same table. For tuples of different tables, we distinguish between the cases where incompleteness is introduced at the relation level, tuple level, or attribute value level. Also, based on these relationships among tuples in different tables, we present a family of incomplete relational database models. For each of the models, we show that query evaluation is sound (i.e., no incorrect results are derivable) in the Imielinski-Lipski sense. None of the models is complete (i.e., all valid conclusions are derivable) in the Imielinski-Lipski sense. We briefy compare two of the models in the family with other approaches. Considering each table tuple as a set of d-dimensional cubes, each model in the family of models presented in this paper can be considered and implemented as a geometric database model. We briefly summarize the geometric operations and the primitive update semantics that need to be utilized in such an implementation." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ORLI90, key = "Orli" , author = "Orli, R." , title = "{M}odeling {D}ata {F}or the {S}ummary {D}atabase" , journal = "DATA BASE" , year = "1990" , pages = "11--19" , abstract= "Summarization abstracts information and so reduces flexibility. The challenge of summary database design is providing adequately flexible information to meet the needs of the business process it serves. This article addresses this challenge by examining the basic forms of summarization as a set of model record forms, each with advantages and disadvantages. The function of information implied by these forms is described in terms of the business process model. This model is the basis of a proposed data scheme that organizes information ``top-down'' into the core of a flexible, effective, summary database design." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @inproceedings ( ORLOWSKA87, key = "Orlowska" , author = "Orlowska, M. E." , title = "{O}n {S}yntax and {S}emantics {R}elated to {I}ncomplete {I}nformation {D}atabases" , booktitle= "Proceedings of the 4th South African Computer Symposium" , address = "Pretoria, South Africa" , month = "July" , year = "1987" , pages = "109--129" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ORLOWSKA88, key = "Orlowska" , author = "Orlowska, M. E." , title = "{T}wo {I}nterpretations of {Q}ueries to {I}ncomplete {I}nformation {D}atabases" , journal = "South African Journal of Philosophy " , volume = "7" , number = "2" , year = "1988" , pages = "126--132" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ORLOWSKA88A, key = "Orlowska" , author = "Orlowska, M. E." , title = "{O}n {I}ncomplete {I}nformation {D}atabases" , booktitle= "Proceedings of the 4th International Conference on Systems Research, Informatics and Cybernetics" , address = "Baden-Baden W.Germany" , year = "1988" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( OSBORN81, key = "Osborn" , author = "Osborn, S." , title = "{I}nsertions in a {M}ulti-relation {D}atabase with {N}ulls" , booktitle= "Proc. of COMPSAC81: IEEE Computer Society's Fifth Int. Computer Software and applications Conference" , address = "Chicago, IL" , month = "November" , year = "1981" , pages = "75--80" , abstract= "In a relational database where functional dependencies are to be maintained, insertions should be rejected if they contradict functions embodied in the stored data. This paper presents algorithms which perform such insertions, when acceptable, for databases with no nulls, marked nulls, or unmarked nulls. In the latter two cases, a three-phase algorithm is required. Factors affecting the runtime of the algorithms are also considered." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( OSTERMANN87, key = "Ostermann" , author = "Ostermann, P." , title = "{M}odal {L}ogic and {I}ncomplete {I}nformation" , year = "1987" , pages = "181--196" , booktitle= "Proc. First Symposium on Mathematical Fundamentals of Database Systems" , address = "Dresden, GDR" , month = "January" , ) @inproceedings ( OSTERMANN87B, key = "Ostermann" , author = "Ostermann, P." , title = "{I}nterpr\'etation de l'information incompl\`ete en logique modale" , booktitle= "4\`eme conf\'erence Bases de Donn\'ees Avanc\'ees" , year = "1987" , pages = "279--296" , address = "Benodet, France" , ) @phdthesis ( OSTERMANN88, key = "Ostermann" , author = "Ostermann, P." , title = "{L}ogiques {M}odales et {I}nformations {I}ncompl\`etes" , year = "1988" , month = "September" , school = "Toulouse" , ) @inproceedings ( OZSOYOGLU87A, key = {\"{O}zsoyo\v{g}lu} , author = {\"{O}zsoyo\v{g}lu, G.} , title = "{S}ynthetic {Q}uery {R}esponse {C}onstruction in {S}cientific {D}atabases with {T}ime {C}onstraints and {I}ncomplete {I}nformation" , booktitle= "Proceedings of the International Conference on Data Engineering" , organization= "IEEE Computer Society" , publisher= "IEEE Computer Society Press" , address = "Los Angeles, CA" , month = "February" , year = "1987" , pages = "282" , abstract= "Summary form only given. For some statistical and scientific database applications, data-gathering and analysis capabilities could be greatly enhanced if there were real-time/online querying capabilities that return approximate responses to check the quality of the generated data. In some experiments and applications, the data gathered is so large that arguments have been raised for processing the data on-the-fly during the execution of an experiment or an application. Processing the data on-the-fly puts a time constraint on query evaluation, i.e., queries must be processed in fixed time-units and, for some experiments, in real-time. The efforts at Case Western Reserve Univ. to build a methodology for synthetic (approximate) query response construction (a) under real-time/online time constraints, and (b) with real-time/online incomplete data handling techniques that utilize statistical approximation are considered." , bibdate = "Fri Oct 2 13:13:27 1987" , owner = "mckenzie" , ) @article ( PEDRYCZ90, key = "Pedrycz" , author = "Pedrycz, W." , title = "{R}elevancy of {F}uzzy {M}odels" , journal = "Information Services" , volume = "52" , pages = "285--302" , year = "1990" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( PIROTTE92, key = "Pirotte \& Zim\'anyi" , author = "Pirotte, A. and Zim\'anyi, E." , title = "{I}mperfect {K}nowledge in {D}atabases" , type = "RR" , number = "92-36" , institution= "Unit\'e d'Informatique, Universit\'e de Louvain, Belgium" , year = "1992" , month = "October" , abstract= "The field of imperfect knowledge (i.e., uncertain, imprecise, incomplete) is characterized by: (1) an active research area largely within relational theory; (2) a great variety of approaches that are not easily comparable, and (3) few practically usable results because of the inherent complexity of representing and manipulating imperfect knowledge. This paper draws together and analyzes a number of proposals from the literature, and it identifies several research issues. Our aim was to give a unifying overview by formulating the database semantics both with a model-theoretic flavor (sets of possible worlds) and with a proof-theoretic flavor (sets of first-order formulas). Besides the relational model, we briefly describe some works on non-first normal form relations and the universal relation model." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( PRADE82A, key = "Prade" , author = "Prade, H." , title = "{T}he connection between {L}ipski's approach to incomplete information data bases and {Z}adeh's possibility theory" , booktitle= "Proceedings of the International Conference on Systems Methodology" , address = "Washington, D.C." , month = "January" , year = "1982" , pages = "402--408" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( PRADE84, key = "Prade \& Testemale" , author = "Prade, H. and Testemale, C." , title = "{G}eneralizing database relational algebra for the treatment of incomplete or uncertain information and vague queries" , journal = "Information Sciences" , volume = "34" , year = "1984" , pages = "115--143" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( PRADE85, key = "Prade" , author = "Prade, H." , title = "{L}ipski's approach to {I}ncomplete {I}nformation {D}ata {B}ases restated and generalized in the setting of {Z}adeh's {P}ossibility {T}heory" , journal = "Information Systems" , volume = "9" , number = "1" , year = "1985" , pages = "27--42" , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , abstract= "The main purpose of this paper is to make clear the connection between Lipski's approach to incomplete information databases and Zadeh's possibility theory which both appeared recently, quite simultaneously, but in different contexts. Lipski's approach is extended by introducing [0,1]-valed levels of possibility in order to take into account the fact that our incomplete knowledge about properties of objects in databases may be based on soft (non-binary) information or on statistical-like data. Moreover, possibility theory, enlarged by the introduction of the concept of necessity, seems easier to manipulate that the semantics of usual modal logic used by Lipski. The problems of dependencies, of ``yes--no'' queries or of queries involving the cardinalities of specified sets when available information is incomplete are considered. Two illustrative examples are dealt with." , ) @incollection ( PRADE87, key = "Prade \& Testemale" , author = "Prade, H. and Testemale, C." , title = "{R}epresentation of {S}oft {C}onstraints and {F}uzzy {A}ttribute {V}alues by {M}eans of {P}ossibility {D}istributions in {D}atabases" , booktitle= "The Analysis of Fuzzy Information" , editor = "J. Bezdek" , publisher= "CRC Press" , address = "Boca Raton, FL" , year = "1987" , volume = "2" , pages = "213--229" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( PRADE87A, key = "Prade \& Testemale" , author = "Prade, H. and Testemale, C." , title = "{F}uzzy {R}elational {D}atabases: {R}epresentational {I}ssues and {R}eduction using {S}imilarity {M}easures" , journal = "Journal of the American Society for Information Science" , volume = "38" , number = "2" , month = "March" , year = "1987" , pages = "118--126" , abstract= "The proposed similarity measure, based on a fuzzy Hausdorff distance, estimates the mismatch between two possibility distributions. When several items have sufficiently similar values for each attribute in a relation, the reduction is performed by taking for each attribute the union of these similar values. The consequences of the reduction process on query evaluation are studied." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( PRADE89, key = "Prade \& Testemale" , author = "Prade, H. and Testemale, C." , title = "{T}he {P}ossible {A}pproach to {H}andling of {I}mprecision in {D}atabase {S}ystems" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "4--10" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( PRADE93A, key = "Prade" , author = "Prade, H." , title = "{A}nnotated {B}ibliography on {F}uzzy {I}nformation {P}rocessing" , booktitle= "Readings on Fuzzy Sets in Intelligent Systems" , editor = "Dubois, D. and Prade, H. and Yager, R." , publisher= "Morgan \& Kaufmann" , year = "1993" , abstract= "none" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( RABITTI90, key = "Rabitti \& Savino" , author = "Rabitti, F. and Savino, P." , title = "{R}etrieval of {M}ultimedia {D}ocuments by {I}mprecise {Q}uery {S}pecification" , booktitle= "Proceedings of the International Conference on Extending Database Technology" , address = "Venice, Italy" , year = "1990" , pages = "203--218" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( RAJU86, key = "Raju \& Majumdar" , author = "Raju, K. V. S. V. N. and Majumdar, A." , title = "{F}uzzy {F}unctional {D}ependencies in {F}uzzy {R}elations" , booktitle= "International Conference on Data Engineering" , address = "Los Angeles, CA" , month = "February" , year = "1986" , pages = "312--319" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( RAJU87, key = "Raju \& Majumdar" , author = "Raju, K. V. S. V. N. and Majumdar, A." , title = "{T}he {S}tudy of {J}oins in {F}uzzy {R}elational {D}atabases" , journal = "Fuzzy Sets and Systems" , volume = "21" , number = "1" , year = "1987" , pages = "19--34" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @unpublished ( RAJU87A, key = "Raju \& Majumdar" , author = "Raju, K. V. S. V. N. and Majumdar, A." , title = "{D}esign and implementation of a fuzzy relational database system" , year = "1987" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( RAJU88, key = "Raju \& Majumdar" , author = "Raju, K. V. S. V. N. and Majumdar, A." , title = "{F}uzzy {F}unctional {D}ependencies and {L}ossless {J}oin {D}ecomposition of {F}uzzy {R}elational {D}atabase {S}ystems" , journal = "ACM Transactions on Database Systems" , volume = "13" , number = "2" , year = "1988" , pages = "129--166" , keywords= "functional dependency, fuzzy functional dependency, fuzzy logic, fuzzy measure, fuzzy relation, inference axiom, lossless join, membership function, relational database" , abstract= "This paper deals with the application of fuzzy logic in a relational database environment with the objective of capturing more meaning of the data. It is shown that with suitable interpretations for the fuzzy membership functions, a fuzzy relational data model can be used to represent ambiguities in data values as well as impreciseness in the association among them. Relational operators for fuzzy relations have been studied, and applicability of fuzzy logic in capturing integrity constraints has been investigated. By introducing a fuzzy resemblance measure EQUAL for comparing domain values, the definition of classical functional dependency has been generalized to fuzzy functional dependency ({\bf ff}d. The implication problem of {\em ff}ds has been examined and a set of sound and complete inference axioms has been proposed. Next, the problem of lossless join decomposition of fuzzy relations for a given set of fuzzy functional dependencies is investigated. It is proved that with a suitable restriction on EQUAL, the design theory of a classical relational database with functional dependencies can be extended to fuzzy relations satisfying fuzzy functional dependencies." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @article ( RAMIREZ90, key = "Ramirez et al." , author = "Ramirez, R. G. and Dattero, R. and Choobineh, J." , title = "{E}xtension of {R}elational {V}iews to derived relations with {E}xceptions" , year = "1990" , journal = "Information Systems" , volume = "15" , pages = "321--333" , number = "3" , ) @inproceedings ( READ92, key = "Read" , author = "Read, R." , title = "{A} {M}ulti-{R}esolution {R}elational {D}ata {M}odel" , booktitle= "Proceedings of the Conference on Very Large Databases" , address = "Vancouver, Canada" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( REITER83, key = "Reiter" , author = "Reiter, R." , title = "{A} {S}ound and {S}ometimes {C}omplete {Q}uery {E}valuation {A}lgorithm for {R}elational {D}atabases with {N}ull {V}alues" , type = "Technical Report" , institution= "Department of Computer Science, University of British Columbia" , year = "1983" , month = "June" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( REITER84, key = "Reiter" , author = "Reiter, R." , title = "{T}owards a {L}ogical {R}econstruction of {R}elational {D}atabase {T}heory" , booktitle= "On Conceptual Modeling: Perspectives from Artificial Intelligence Databases and Programming Languages" , editor = "M. Brodie and J. Mylopoulos and J.W. Schmidt" , publisher= "Springer-Verlag" , address = "Berlin and New York" , year = "1984" , pages = "191--238" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( REITER86, key = "Reiter" , author = "Reiter, R." , title = "{A} {S}ound and {S}ometimes {C}omplete {Q}uery {E}valuation {A}lgorithm for {R}elational {D}atabases with {N}ull {V}alues" , journal = "Journal of the Association of Computing Machinery" , volume = "33" , number = "2" , year = "1986" , pages = "349--370" , keywords= "completeness proofs, first-order logic, integrity constraints, null values, query evaluation, relational algebra, relational databases, soundness proofs" , abstract= "A sound and, in certain cases, complete method is described for evaluating queries in relational databases with null values where these nulls represent existing but unknown individuals. The soundness and completeness results are proved relative to a formalization of such databases as suitable theories of first-order logic. Because the algorithm conforms to the relational algebra, it may easily be incorporated into existing relational systems." , bibdate = "Mon Apr 1 15:18:35 1991" , owner = "curtis" , ) @inproceedings ( REITER90, key = "Reiter" , author = "Reiter, R." , title = "{W}hat should a database know?" , year = "1990" , pages = "96--113" , booktitle= "Proceedings of the Symposium on Computational Logic" , address = "Brussels" , ) @article ( ROSS88, key = "Ross \& Topor" , author = "Ross, K. A. and Topor, R. W." , title = "{I}nferring negative information from disjunctive databases" , journal = "Journal of Automated Reasoning" , volume = "4" , number = "4" , month = "December" , year = "1988" , pages = "397--424" , abstract= "We propose criteria that any rule for inferring negative information from disjunctive databases should satisfy, and examine existing rules from this viewpoint. We present a new inference rule, the 'disjunctive database rule' (DDR), and compare it to existing rules with respect to the criteria. In particular, the DDR is equivalent to the CWA for definite databases, it infers no more negative information than the GCWA, and it interprets disjunction inclusively rather than exclusively. We generalize the DDR to a class of layered databases, describe an implementation of the DDR, 'negation as positive failure', and study its soundness and completeness properties." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( ROTH85, key = "Roth et al." , author = "Roth, M. A. and Korth, H. F. and Silberschatz, A." , title = "{N}ull {V}alues in {N}on-1{NF} {R}elational {D}atabases" , type = "Technical Report" , number = "TR-85-32" , institution= "University of Texas at Austin" , year = "1985" , month = "December" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ROTH89, key = "Roth et al." , author = "Roth, M. A. and Korth, H. F. and Silberschatz, A." , title = "{N}ull {V}alues in {N}ested {D}atabases" , journal = "Acta Informatica" , volume = "26" , year = "1989" , pages = "615--642" , abstract= "The desire to extend the applicability of the relational model beyond traditional data-processing applications has stimulated interest in nested or non-first normal form relations in which the attributes of a relation can take on values which are sets or even relations themselves. In this paper, we study the role of null values in the nested relational model using an open world assumption. We extend the traditional theory and study the properties of extended operators for nested relations containing nulls. The no-information, unknown, and non-existent interpretation of nulls are discussed and the meaning of ``empty set'' is clarified. Finally, contrary to several previous results, we determine that the traditional axiomatization of functional and multivalued dependencies is valid in the presence of nulls." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ROTH91, key = "Roth et al." , author = "Roth, M. A. and Korth, H. F. and Silberschatz, A." , title = "{A}ddendum to {N}ull {V}alues in {N}ested {R}elational {D}atabases" , journal = "Acta Informatica" , volume = "28" , year = "1991" , pages = "607--610" , abstract= "We define a new operator, decomposition projection, and show that extended projection is a precise generalization of decomposition projection with respect to unnesting, and that null-extended projection is a precise generalization of decomposition projection with respect to unnesting and PNF possibility function POSS*." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ROYER91, key = "Royer" , author = "Royer, V." , title = "{T}he {S}emantics of {I}ncomplete {D}atabases as an {E}xpression of {P}references" , journal = "Theoretical Computer Science" , volume = "78" , number = "1" , month = "January" , year = "1991" , pages = "113--136" , abstract= "We address the problem of incomplete information in deductive databases from a semantic point of view. We want to treat the problem in a homogeneous way, using a formalism which can handle different types of incompleteness. We argue that it is convenient to define an incomplete database as a double entity; an underlying incomplete database together with selection criteria, formally some preference relation on the set of models of the underlying database, intended to reduce the incompleteness. Such an idea has been already exploited in the Perfect Model semantics of Negation as Failure in the stratified databases. We propose another notion of preference which induces a stronger selection of models and captures an intuitive process of ``making choices'' in disjunctive databases. We study both the declarative and the operational semantics for this notion of preference." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( RUNDENSTEINER87, key = "Rundensteiner et al." , author = "Rundensteiner, E. A. and Hawkes, L. W. and Bandler, W." , title = "{S}et-valued {T}emporal {K}nowledge {R}epresentation for {F}uzzy {T}emporal {R}etrieval in {ICAI}" , booktitle= "Proceedings of NAFIPS, the North American Fuzzy Info. Proc. Society`87" , month = "May" , year = "1987" , abstract= "The goal of this paper is to develop some general concepts of relevance to the Student Record Component of an Intelligent Computer-Assisted Instruction system (ICAI). The Student Record (SR) is an essential part of any ICAI system, since its task is to capture the system's knowledge about the student in general, and his abilities in the domain to be taught and his development over time during the whole sequence of sessions in particular. This paper proposes a relational representation as an underlying model for a Student Record and then extends this by allowing a set-valued extension of the representation and by finally also adding temporal aspects to this relational representation. The impact of these two enhancements of the relational data model on the representation and on the manipulation is analyzed; and then the relational algebra, a query language for the relational data model, is extended to cope with these aspects. The result is a fuzzy temporal retrieval. An essential feature of this approach is that the operations of this query language default to their crisp non-temporal counterparts if no fuzzy or temporal extensions are specified in them. Altogether, a set-valued temporal relational representation schema with a fuzzy temporal retrieval is presented, which is claimed to be of use as a knowledge representation schema for other Artificial Intelligence (AI) applications. It is assumed that the reader has a basic understanding of fuzzy set and relational database theory." , bibdate = "Wed Apr 1 15:20:41 1992" , owner = "curtis" , ) @inproceedings ( RUNDENSTEINER89A, key = "Rundensteiner \& Bic" , author = "Rundensteiner, E. A. and Bic, L." , title = "{T}owards {M}odeling {I}mprecision in {S}emantic {D}ata {M}odels" , booktitle= "Proceedings of the Third International Fuzzy Sys. Ass. World Congress" , month = "August" , year = "1989" , abstract= "Semantic database systems model the environment more accurately than the traditional models by providing powerful modeling constructs. A logical next step in the development of these expressive data models is to incorporate the capability to handle imprecision inherent in real world data. Fuzzy set theory presents one such framework for managing imprecision. This paper combines semantic data models with fuzzy set theory by identifying various levels within the data model at which imprecision can be introduced." , bibdate = "Wed Apr 1 15:20:41 1992" , owner = "curtis" , ) @article ( RUNDENSTEINER89B, key = "Rundensteiner et al." , author = "Rundensteiner, E. A. and Hawkes, L. W. and Bandler, W." , title = "{O}n {N}earness {M}easures in {F}uzzy {R}elational {D}ata {M}odels" , journal = "International Journal of Approximate Reasoning" , volume = "3" , number = "3" , month = "July" , year = "1989" , pages = "267--298" , keywords= "fuzzy relational data model, fuzzy relations, nearness measure, tolerance relation, resemblance relation" , abstract= "It has been widely recognized that the imprecision and incompleteness inherent in real-world data suggests a fuzzy extension for information management systems. Various attempts to enhance these systems by fuzzy extensions can be found in the literature. Varying approaches concerning the fuzzification of the concept of a relation are possible, two of which are referred to in this article as the generalized fuzzy approach and the fuzzy-set relational approach. In these enhanced models, items can no longer be retrieved by merely using equality-check operations between constants; instead, operations based on some kind of nearness measures to be established for each domain for the evaluation of queries made upon them. An investigation of proposed nearness measures, often fuzzy equivalences, is conducted. The unnaturalness and impracticality of these measures leads to the development of a new measure: the resemblance relation, which is defined to be a fuzzified version of a tolerance relation. Various aspects of this relation are analyzed and discussed. It is also shown how the resemblance relation can be used to reduce redundancy in fuzzy relational database systems." , bibdate = "Wed Apr 1 15:20:41 1992" , owner = "curtis" , ) @inproceedings ( RUNDENSTEINER89C, key = "Rundensteiner \& Bic" , author = "Rundensteiner, E. A. and Bic, L." , title = "{A}ggregates in {P}ossibilistic {D}atabases" , booktitle= "Proceedings of the Conference on Very Large Databases" , year = "1989" , abstract= "Fuzzy set theory represents a uniform framework for extending the relational database model to handle imprecision of information found in the real world. None of the existing proposals for data models handling imprecision has dealt with queries involving aggregate operators. This paper presents a framework for handling aggregates in the context of imprecise information. Two kinds of aggregates, namely, scalar aggregates and aggregate functions, are being supported. We consider three cases: aggregates within approximate queries on precise data, aggregates within precisely specified queries on possibilistic data, and aggregates within vague queries on imprecise data. These extensions are based on fuzzy set-theoretical concepts such as the extension principle and the possibilistic expected value." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( RUNDENSTEINER89D, key = "Rundensteiner \& Bic" , author = "Rundensteiner, E. A. and Bic, L." , title = "{S}emantic {D}atabase {M}odels and {T}heir {P}otential for {C}apturing {I}mprecision" , booktitle= "Proc. Int. Conf. of Management of Data (COMAD 89)" , address = "Hyderabad, India" , month = "November" , year = "1989" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( RUNDENSTEINER92A, key = "Rundensteiner \& Bic" , author = "Rundensteiner, E. A. and Bic, L." , title = "{E}valuating aggregates in possibilistic relational databases" , journal = "Data \& Knowledge Engineering" , volume = "7" , year = "1992" , pages = "239--267" , keywords= "Scalar aggregates; aggregate functions; partitioning function; relational database model; possibilistic relational model; possibility theory; fuzzy set theory" , abstract= "The need for extending information management systems to handle the imprecision of information found in the real world has been recognized. Fuzzy set theory together with possibility theory represent a uniform framework for extending the relational database model with these features. However, none of the existing proposals for handling imprecision in the literature had dealt with queries involving a functional evaluation of a set of items, traditionally refered [sic] to as aggregation. Two kinds of aggregate operators, namely, scalar aggregates and aggregate functions, exists. Both are important for most real-world applications, and thus this paper presents a framework for handling these two types of aggregates in the context of imprecise information. We consider three cases, specifically, aggregates within vague queries on precise data, aggregates within precisely specified queries on possibilistic data, and aggregates within vague queries on imprecise data. The consistency of the proposed operations is shown. An extended operator is defined to be consistent if it defaults to its classical counterpart when evaluated on crisp data." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( RUSPINI82A, key = "Ruspini" , author = "Ruspini, E." , title = "{P}ossibilistic data structures for the representation of uncertainty" , booktitle= "Approximate Reasoning in Decision Analysis" , editor = "M.M. Gupta and E. Sanchez" , publisher= "North-Holland" , address = "Amsterdam" , year = "1982" , pages = "411--415" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( RUSPINI82B, key = "Ruspini" , author = "Ruspini, E. H." , title = "{P}ossibility {T}heory {A}pproaches for {A}dvanced {I}nformation {S}ystems" , journal = "Computer" , publisher= "IEEE" , volume = "9" , number = "2" , month = "September" , year = "1982" , pages = "83--89" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( RUSPINI91, key = "Ruspini" , author = "Ruspini, E. H." , title = "{A}pproximate {R}easoning: {P}ast, {P}resent, {F}uture" , journal = "Information Sciences" , volume = "57--58" , year = "1991" , pages = "297--317" , abstract= "This paper presents a personal view of the state of the art in the representation and manipulation of imprecise and uncertain information by automated processing systems. To contrast their objectives and characteristics with the sound deductive procedures of classical logic, methodologies developed for that purpose are usually described as relying on approximate reasoning. Using a unified descriptive framework, we will argue that, far from being mere approximations of logically correct procedures, approximate reasoning methods are also sound techniques that describe the properties of a set of conceivable states of a real-world system. This framework, which is bases on the logical notion of possible worlds, permits the description of various approximate reasoning methods and techniques and simplifies their comparison. More importantly, our descriptive model facilitates the understanding of the fundamental conceptual characteristics of the major methodologies. We examine first the development of approximate reasoning methods from early advances to the present state of the art, commenting also on the technical motivation for the introduction of certain controversial approaches. Our unifying semantic model is then introduced to explain the formal concepts and structures of the major approximate reasoning methodologies: classical probability calculus, the Dempster-Shafer calculus of evidence, and fuzzy (possibilistic) logic. In particular, we discuss the basic conceptual differences between probabilistic and possibilistic approaches. Finally, we take a critical look at the controversy about the need and utility for diverse methodologies, and asses requirements for future research and development." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SADRI91, key = "Sadri" , author = "Sadri, F." , title = "{M}odeling {U}ncertainty in {D}atabases" , booktitle= "Proceedings of the International Conference on Data Engineering" , organization= "IEEE Computer Society" , publisher= "IEEE Computer Society Press" , address = "Los Angeles, CA" , year = "1991" , pages = "122--131" , abstract= "The problem of representing and manipulating inaccurate data was recently studied. The approach was to record the information sources confirming a piece of data along with that data, and to manipulate this information when processing queries. Relational algebra operations were extended to produce, together with answers to queries, information regarding sources that contributed to the answers. In this paper we present a semantic interpretation for the extended relational model, and justify the previous results. We show that extended relational algebra operations are {\em precise}, that is, they produce exactly the same answers that we expect under the semantic interpretation. We also review algorithms for computing the reliability of answer to a query, and prove their correctness under our semantic interpretation." , bibdate = "Wed Jul 31 13:13:27 1991" , owner = "curtis" , ) @incollection ( SAGE87, key = "Sage" , author = "Sage, A. P." , title = "{O}n the management of information imperfection in knowledge based systems" , booktitle= "Information Processing and Management of Uncertainty" , editor = "B. Bouchon and R. Yager" , publisher= "Springer-Verlag" , address = "New York" , year = "1987" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SAGIV81, key = "Sagiv" , author = "Sagiv, Y." , title = "{C}an we use the universal instance assumption without using nulls?" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , organization= "Association for Computing Machinery" , publisher= "ACM Press" , address = "Ann Arbor, Michigan" , year = "1981" , pages = "108--120" , abstract= "We claim that the {\em representative instance} of [Ho1,Va3] is a correct representation of the data stored in a database even when the relations of the database are not the projections of a single universal instance. If no constraint (other than functional and join dependencies) is imposed on the data, then projections of the representative instance cannot always be computed by lossless joins. We show that if the database satisfies a modified foreign-key constraint, then projections of the representative instance can be computed by performing the union of several lossless joins. A class of relations schemes for which no constraint is necessary is characterized, and we show how to compute projections of the representative instance for databases that belong to this class." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @inproceedings ( SAKAMA90, key = "Sakama" , author = "Sakama, C." , title = "{P}ossible {M}odel {S}emantics for {D}isjunctive {D}atabases" , booktitle= "Proc. of the Int. Conf. on Deductive and Object-Oriented Databases (DOOD'90)" , address = "Kyoto, Japan" , month = "December" , year = "1989" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SANCHEZ89, key = "Sanchez" , author = "Sanchez, E." , title = "{I}mportance in knowledge systems" , journal = "Information Systems" , volume = "14" , number = "6" , year = "1989" , pages = "455--464" , abstract= "In knowledge systems, pieces of information (evidence, hypotheses, attributes, terms, documents, rules) are usually assumed to carry equal importance and to be independent of each other, although it might not actually be the case. Issues for a logic of weighted queries, with possibility of also weighting documents and logical connectors (in terms of intelligent retrieval, for example) are presented here, using 'min' or t-norms, and soft operators involving p-norms. This logic cannot be a conventional one for, when introducing relative importance between concepts, definitions are different for ANDed and ORed weighted queries. A concept of `nought', a limit case of no-importance queries, and its behaviour with fuzzy sets operations is developed, in particular the notion of an extended membership is introduced. Finally it is shown, with a biomedical example, how to combine importance with soft matching in rule-based systems. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( SCHIEL87, key = "Schiel" , author = "Schiel, U." , title = "{R}epresentation and {R}etrieval of {I}ncomplete and {T}emporal {I}nformation" , type = "TR" , number = "DSC-02/87" , institution= "Universidade Federal Da Paraiba" , year = "1987" , month = "May" , abstract= "The concept of incomplete information is analysed in the context of information systems with time dimension. This leads to the inclusion of imprecise temporal assertions. We distinguish between negative, unknown, and imprecise information. A tabular structure is proposed and two types of queries are considered: boolean queries, retrieval queries." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SCHONING91, key = {Sch\"oning} , author = {Sch\"oning, H.} , title = {{P}raktische {B}ehandlung von {N}ullwerten -- {R}ealisierung im {M}olek\"ul-{A}tom-{D}atenmodell} , booktitle= {Proc. GI-Fachtagung, Datenbank-Systeme f\"ur B\"uro, Technik und Wissenschaft, Germany} , address = "Kaiserslautern, Germany" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( SCIORE79, key = "Sciore" , author = "Sciore, E." , title = "{N}ull {V}alues, {U}pdates, and {N}ormalizations in {R}elational {D}atabases" , type = "Technical Report" , institution= "Department of Electrical Engineering and Computer Science, Princeton University" , year = "1979" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( SHENG84, key = "Sheng" , author = "Sheng, R. L." , title = "{A} {L}inguistic {A}pproach to {T}emporal {I}nformation {A}nalysis" , school = "University of California, Berkeley" , address = "Berkeley, California" , month = "May" , year = "1984" , abstract= "This dissertation presents a linguistic approach, based on test-score semantics and fuzzy logic, to the problem of fuzzy temporal inference in question answering systems. While several models have been proposed for the analysis of historical information, little research has been done satisfactorily on the manipulation of fuzzy temporal quantifiers such as 'a few days ago,' which refers to absolute count, and 'often,' which refers to relative count. In this dissertation, the theory of possibility is taken as an appropriate framework for dealing with such a problem. The first step of the approach for statements with absolute-count temporal quantifiers only, is to translate these statements into their corresponding possibility assignment equations using test-score semantics. Time information among events can then be inferred from these equations by deriving its possibility distribution. The compositional rule of inference plays the central role in solving the equations. The algorithm for computing the compositional rule can be transformed into one similar to Gaussian elimination for the solution of linear equations. This method is straightforward but inefficient. An improved technique is proposed which represents all quantifiers by fuzzy numbers and replaces the rule of composition with fuzzy addition. With this technique the desired possibility distribution can be obtained by applying a generalized Warshall's algorithm on the Time-Relation-Matrix, which is a representation for given information. As for quantifiers which refer to relative count, such as 'often,' fuzzy multiplication will play the primary role. Finally, all mechanisms amount to a fuzzy temporal logic, which serves as an inference tool for temporal information analysis. This computational approach to fuzzy temporal quantifiers has the following advantages. 1) It subsumes those approaches based on two valued logic as limiting cases. 2) It deals uniformly with the relative and absolute time relations. 3) It is easy to implement. 4) It can be generalized to apply to other quantifiers used in different concepts such as temperature and distance." , bibdate = "Fri Dec 22 14:03:10 1989" , owner = "robyn" , ) @article ( SHENOI89, key = "Shenoi \& Melton" , author = "Shenoi, S. and Melton, A." , title = "{P}roximity {R}elations in the {F}uzzy {R}elational {D}atabase {M}odel" , journal = "Fuzzy Sets and Systems" , volume = "31" , year = "1989" , pages = "285--296" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SHENOI90, key = "Shenoi et al." , author = "Shenoi, S. and Melton, A. and Fan, L. T." , title = "{A}n {E}quivalence classes model of fuzzy relational databases" , journal = "Fuzzy Sets and Systems" , volume = "38" , number = "2" , month = "November" , year = "1990" , pages = "153--170" , abstract= "Buckles and Petry have demonstrated that the classical properties of uniqueness of tuple interpretations and well-definedness of the relational algebra can be retained in the fuzzy relational database model. The key to the preservation of these properties is the fact that scalar domains with similarity relations and the fuzzy number domains can be partitioned into equivalence classes. The present authors show that the important properties of classical relational databases (and of fuzzy relational databases) are preserved in a generalized model built on equivalence relations on finite database domains. Further, they generalize the notion of a functional dependency to the fuzzy relational model." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SHENOI90A, key = "Shenoi \& Melton" , author = "Shenoi, S. and Melton, A." , title = "{A}n {E}xtended {V}ersion of the {F}uzzy {R}elational {D}atabase {M}odel" , journal = "Information Sciences" , volume = "52" , number = "1" , year = "1990" , pages = "35--52" , abstract= " The fuzzy relational database model proposed B.P. Buckles and F.E. Petry is a formal method for organizing and using fuzzy information in relational databases. The model possesses two key properties that hold for classical relational databases: no two tuples have identical interpretations, and each relational algebra operation has a unique result. The orginal fuzzy relational database model was based on similarity relations which were defined on finite scalar domains. Buckles and Petry later extended the model to incorporate fuzzy number domains; this extension was done without loss of consistency with the representation or the relational algebra. In a recent paper we have extended the original model to proximity relations which generalize similarity relations; the key properties of Buckles and Petry's model are preserved in the extension. In this work we demonstrate that the existence of partitions on finite scalar domains in the fuzzy relational model is the key to preserving the important properties of the classical relational model. We explain how proximity relations defined on finite scalar domains are used to partition the domains. Further, we show that normal fuzzy sets can be employed as domain values. These fuzzy sets become members of finite scalar domains, and their characteristic functions are employed in generating the proximity relations of the fuzzy relational database model." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SHIN88, key = "Shin" , author = "Shin, D." , title = "{S}emantics for {H}andling {Q}ueries with {M}issing {I}nformation" , booktitle= "Proc. of the 9th Annual Int'l Conf. on Information Systems" , address = "Minneapolis, MN" , month = "December" , year = "1988" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SHUM88, key = "Shum \& Muntz" , author = "Shum, C. and Muntz, R." , title = "{I}mplicit representation for extensional answers" , booktitle= "Proceedings of the Second International Conference on Expert Database Systems" , month = "April" , year = "1988" , pages = "257--273" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SIKLOSSY81, key = "Sikl\'{o}ssy" , author = "Sikl\'{o}ssy, L." , title = "{E}fficient {Q}uery {E}valuation in {R}elational {D}atabases with {M}issing {V}alues" , journal = "Information Processing Letters" , volume = "13" , number = "4--5" , year = "1981" , pages = "160--163" , abstract= "do not have article QA 76 I47 " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SLOWINSKI89, key = "Slowinski \& Stefanowski" , author = "Slowinski, R. and Stefanowski, J." , title = "{R}ough {C}lassification in {I}ncomplete {I}nformation {S}ystems" , journal = "Mathematical and Computer Modelling (Oxford)" , volume = "12" , number = "10--11" , year = "1989" , pages = "1347--1357" , abstract= " The paper is concerned with the problems of rough sets theory and rough classification of objects. It is a new approach to problems from the field of decision-making, data analysis, knowledge representation, expert systems etc. Several applications (particularly in medical diagnosis and engineering control) confirm the usefulness of the rough sets idea. Rough classification concerns objects described by multiple attributes in a so-called information system. Traditionally, the information system is assumed to be complete, i.e. the descriptors are not missing and are supposed to be precise. In this paper we investigate the case of incomplete information systems, and present a generalization of the rough sets approach which deals with missing and imprecise descriptors. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( SPIES88, key = "Spies" , author = "Spies, M." , title = "{A} model for the management of imprecise queries in relational databases" , booktitle= "Uncertainty and Intelligent Systems" , editor = "Bouchon, B. and Saitta, L and Yager, R. R." , publisher= "Springer Verlag" , address = "Berlin-New York" , year = "1988" , pages = "146--153" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( STEPHANOU87, key = "Stephanou \& Sage" , author = "Stephanou, H. E. and Sage, A. P." , title = "{P}erspectives on imperfect information processing" , journal = "IEEE Transactions on Systems, Man and Cybernetics" , volume = "17" , number = "5" , year = "1987" , pages = "780--798" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( SUBRAHMANIAN90, key = "Subrahmanian" , author = "Subrahmanian, V. S." , title = "{P}araconsistent {D}isjunctive {D}eductive {D}atabases" , booktitle= "Proceedings of the 20th International Symposium on Multiple-Valued Logic" , address = "Charlotte, NC" , month = "May" , year = "1990" , pages = "339--346" , abstract= " The author develops a theory of distinctive logic programming, with negations allowed to appear both in the head of a clause and in the body. As such programs can easily contain inconsistent information (with respect to the intuitions of two-valued logic), this means that the formalism allows reasoning about systems that are intuitively inconsistent but yet have models (in nonclassical model theory). Such an ability is important because inconsistencies may occur very easily during the design and development of deductive databases and/or expert systems. The author also develops a theory of disjunctive deductive databases that (perhaps) contain inconsistent information. The author shows how to associate, with any such database, an operator that maps MV-model states to MV-model states. It is shown that this operator has a least fixed point which is identical to the set of all variable- free disjunctions that are provable from the database under consideration. A procedure to answer queries to such databases is devised. Soundness and completeness results are proved. The techniques introduced are fairly general. However, the results are applicable to databases that are quantitative in nature. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( SUCHENEK89, key = "Suchenek" , author = "Suchenek, M. A." , title = "{T}wo applications of model-theoretic forcing to {L}ipski's data bases with incomplete information" , journal = "Fundamenta Informatic\ae" , volume = "12" , number = "3" , month = "September" , year = "1989" , pages = "269--287" , abstract= " This paper concerns two aspects of incomplete information in data bases: computations of answers to queries which are externally interpreted in some incomplete first-order structures with dependencies, and the proper treatment of modal operators in such structures. We introduce the notion of an incomplete first-order structure with dependencies which seems to be an adequate model of data bases with incomplete information. We show that the widely accepted implicit assumption that first-order models (of a data base) have a unique domain, has no first-order consequences if the set of premises (represented in the data base) contains only a finite amount of information explicitly involving the elements of this domain. This observation allows us to evaluate the degree of unsolvability of the problem of answering externally interpreted queries in the incomplete first-order structures. Moreover, we propose a forcing-based definition of the internal interpretation of modal queries in such structures, and investigate some of the properties of this interpretation. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( TAHANI77, key = "Tahani" , author = "Tahani, V." , title = "{A} {C}onceptual {F}ramework for {F}uzzy {Q}uery {P}rocessing - {A} {S}tep toward very {I}ntelligent {D}atabase {S}ystems" , journal = "Information Processing \& Management" , volume = "13" , year = "1977" , pages = "289--303" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( TAKAHASHI91, key = "Takahashi" , author = "Takahashi, Y." , title = "{A} fuzzy query language for relational databases" , journal = "IEEE Transactions on Systems, Man and Cybernetics" , volume = "21" , number = "6" , month = "Nov-Dec" , year = "1991" , pages = "1576--1579" , abstract= " A fuzzy query language (FQL) for relational databases is proposed. FQL, constructed as an enhancement of the relational domain calculus, has sufficient capability to represent all four types of the fuzzy statements distinguished by the work of L. A. Zadeh (1978). The idea for constructing FQL is in the formulation of the fuzzy matching degrees that assigns the appropriate values in the interval to any combination of fuzzy queries and tuples in relational databases. FQL helps to provide a human-oriented interface to relational databases that store a vast amount of information. Furthermore, fuzzy expert systems are expected to be provided with the facility to make use of fact data in relational databases through FQL. In addition, FQL is a theoretical basis for systematically developing a higher human-oriented interface with relational databases. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( TANAKA89, key = "Tanaka et al." , author = "Tanaka, K. and Yoshikawa, M. and Ishihara, K." , title = "{S}chema design, views and incomplete information in object-oriented databases" , journal = "Journal of Information Processing" , volume = "12" , number = "3" , year = "1989" , pages = "239--250" , abstract= " 'Object-oriented computing' is one of the most active research fields in computer science, and this notion has become an important paradigm in the areas of programming languages, artificial intelligence and databases. In the area of databases, although the relational approach achieved a great success, the weakness of this model has been also pointed out as the database application area extends to CAD/CAM application and software version control etc. As an alternative candidate of the relational approach, much attention has been focussed on 'object-oriented database (abbreviated by OODB)', and the OODBs have been investigated by several researchers. However, the study of the OODB has just begun, and there are few investigations about the database schema design in the OODB. In this paper, we show fundamental ideas and methods to achieve schema design, update propagation, view implementation and the treatment of incomplete information in the OODB. Especially, we show some methods written in Smalltalk-80 to perform these and also discuss the weakness of Smalltalk-80 from the viewpoint of the OODB." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( TESTEMALE84, key = "Testemale" , author = "Testemale, C." , title = "{U}n syst\`eme de traitement d'informations incompl\`etes ou incertaines dans une base de donn\'ees relationnelle" , year = "1984" , school = "Universit\'e Paul Sabatier, Toulouse" , ) @article ( TRIPATHY90, key = "Tripathy \& Sexena" , author = "Tripathy, R. C. and Sexena, P. C." , title = "{M}ultivalued dependencies in fuzzy relational databases" , journal = "Fuzzy Sets and Systems" , volume = "38" , number = "3" , month = "December" , year = "1990" , pages = "267--279" , abstract= " We show that by using the theory of possibility distribution, multivalued dependencies in fuzzy relations can be expressed in the frame work of particularization. Another definition of functional dependencies in a fuzzy relation is given in terms of fuzzy Hamming weight. We have also discussed the validity of inference rules for multivalued dependencies in fuzzy relations. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( TRVIELI89, key = "Trvieli" , author = "Trvieli, A." , title = "{R}epresentation and {A}ccess of {U}ncertain {R}elational {D}ata" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "21--28" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( TSENG92, key = "Tseng et al." , author = "Tseng, F. S.-C. and Chen, A. L. P. and Yang, W. P." , title = "{G}eneralizing the {D}ivision {O}peration on {I}ndefinite {D}atabases" , booktitle= "Future Database'92, Proceedings of the Second Far-East Workshop on Future Database Systems" , address = "Kyoto, Japan" , month = "April" , year = "1992" , pages = "347--354" , abstract= " Uncertain data in databases were originally denoted as null values, which represent the meaning of ``values unknown at present''. Grant generalized null values into partial values to provide a more powerful notion. In this paper, an important operation - division, is fully studied to handle partial values. Due to the uncertainties of partial values, the extended divisions may produce maybe tuples. To process this extended division, we decompose a relation consisting of partial values into a set of relations containing only definite values by employing the concepts of interpretation. Bipartite graph matching techniques are then applied to develop efficient algorithms for the extended division that handles partial values. A refinement on the maybe result tuples of an extended division is also discussed." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @incollection ( UMANO82, key = "Umano" , author = "Umano, M." , title = "{FREEDOM}-{O}: {A} fuzzy database system" , booktitle= "Fuzzy Information and Decision Processes" , editor = "M.M. Gupta and E. Sanchez" , publisher= "North-Holland" , address = "Amsterdam" , year = "1982" , pages = "339--349" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( UMANO83, key = "Umano" , author = "Umano, M." , title = "{R}etrieval from fuzzy data base by fuzzy relational algebra" , booktitle= "Proc. IFAC Symposium, Fuzzy Information, Knowledge Representation and Decision Processes" , address = "Marseille" , month = "July" , year = "1983" , pages = "1--6" , abstract= "do not have article " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( VANBEEK91, key = "van Beek" , author = "van Beek, P." , title = "{T}emporal query processing with indefinite information" , journal = "Artificial Intelligence in Medicine" , volume = "3" , number = "6" , month = "December" , year = "1991" , pages = "325--339" , abstract= " Time is an important aspect of information in medical domains. In this paper, we adopt Allen's influential interval algebra framework for representing temporal information. The interval algebra allows the representation of indefinite and incomplete information which is necessary in many applications. However, answering interesting queries in this framework has been shown to be almost assuredly intractable. We show that when the representation language is sufficiently restricted we can develop efficient algorithms for answering interesting classes of queries including: (i) determining whether a formula involving temporal relations between events is possibly true and necessarily true; and (ii) answering aggregation questions where the set of all events that satisfy a formula are retrieved. We also show, by examining applications of the interval algebra discussed in the literature, that our restriction on the representation language often is not overly restrictive in practice. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( VANDENBERGHE89, key = "Vandenberghe et al." , author = "Vandenberghe, R. and Van Schooten, A. and De Caluwe, R. and Kerre, E. E." , title = "{S}ome practical aspects of fuzzy database techniques. {A}n example." , booktitle= "Fuzzy Databases - Second International Fuzzy Systems Association Congress" , address = "Tokyo, Japan" , month = "July" , year = "1989" , pages = "465--472" , abstract= " Basically there are two approaches for dealing with incomplete or imprecise information in the framework of (relational) databases. B. Buckles and F. Petry introduced fuzzy similarity relations in order to estimate to what extent possible values of an attribute can be regarded as interchangeable. In the approach of D. Dubois, H. Prade and C. Testemale possibility distributions were used to represent all possible kinds of incompletely or fuzzily known values. This paper describes the application of a combination of both techniques. We focus on the very specific domain of criminal investigation, especially on criminal identification by means of a personal description. However, the developed method can be applied to a lot of other domains, where a similar sort of fuzziness and uncertainty shows up. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( VARDI86, key = "Vardi" , author = "Vardi, M. Y." , title = "{O}n the integrity of databases with incomplete information" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , year = "1986" , pages = "252--266" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( VARDI86A, key = "Vardi" , author = "Vardi, M. Y." , title = "{Q}uerying logical databases" , journal = "Journal of Computer and System Sciences" , volume = "33" , year = "1986" , pages = "142--160" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( VASSILIOU79, key = "Vassiliou" , author = "Vassiliou, Y." , title = "{N}ull values in database management--a denotational semantics approach" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , organization= "Association for Computing Machinery" , publisher= "ACM Press" , address = "New York" , month = "May" , year = "1979" , pages = "162--169" , abstract= "We start with a very brief description of the many-valued logic approach to the formal treatment of null values in data bases and show some problems that are encountered. In the second part of the paper we present our approach, based on the Denotational Semantics Theory. An informal introduction to the theory is given and then the relational model is described in terms of the theory. Query evaluations are defined as continuous functions and several examples are presented. The formalization in the framework of Denotational Semantics allows for a better understanding of the semantic problems with null values. It also gives flexibility for alternatives in acceptable semantic interpretations. We conclude with a presentation of an algorithm for the evaluation of simple queries. This algorithm users symbolic manipulations and it is more economical than the strict application of the definition of query evaluations." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @inproceedings ( VASSILIOU80, key = "Vassiliou" , author = "Vassiliou, Y." , title = "{F}unctional {D}ependencies and {I}ncomplete {I}nformation" , booktitle= "Proceedings of the Conference on Very Large Databases" , month = "October" , year = "1980" , pages = "260--269" , abstract= "Functional dependencies play an important role in relational database design. They are defined in the context of a single relation which at all times must contain tuples with non-null entries. In this paper we examine an extension of the functional dependency interpretation to handle {\em null} values, that is, entries in tuples that represent incomplete information in a relational database. A complete axiomatization of inference rules for extended functional dependencies is also presented. Only after having such results is it possible to talk about decompositions and normalization theory in a context of incomplete information. Finally, we show that there are several practical advantages in using nulls and a weaker notion of constraint satisfiability." , bibdate = "Wed Jul 31 14:17:36 1991" , owner = "curtis" , ) @techreport ( VASSILIOU80A, key = "Vassiliou" , author = "Vassiliou, Y." , title = "{A} {F}ormal {T}reatment of {I}mperfect {I}nformation in {D}atabase {M}anagement" , type = "Technical Report" , number = "CSRG-123" , institution= "University of Toronto" , year = "1980" , month = "November" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( VASSILIOU80B, key = "Vassiliou" , author = "Vassiliou, Y." , title = "{A} {F}ormal {T}reatment of {I}mperfection in {D}atabase {M}anagement" , school = "University of Toronto" , address = "Toronto, Canada" , year = "1980" , bibdate = "Fri Dec 22 14:03:10 1989" , owner = "curtis" , ) @inproceedings ( VITEK83, key = "Vitek" , author = "Vitek, M." , title = "{F}uzzy information and fuzzy time" , booktitle= "Proc. IFAC Symp. Fuzzy Information, Knowledge Representation and Decision Analysis" , address = "Marseille, France" , year = "1983" , pages = "159--162" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( VOUNG87, key = "Voung \& Thuan" , author = "Voung, L. T. and Thuan, H." , title = "{R}etrieval from {F}uzzy {D}atabase by {F}uzzy {R}elational {A}lgebra" , journal = "MTA Sztaki Kozlmemenyek" , volume = "37" , year = "1987" , pages = "223--248" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( VOUNG89, key = "Voung \& Thuan" , author = "Voung, L. T. and Thuan, H." , title = "{R}elational database extended by application of fuzzy set theory and linguistic variables" , journal = "Computers and Artificial Intelligence" , volume = "8" , number = "2" , year = "1989" , pages = "153--168" , abstract= " This paper introduces a relational model of fuzzy databases, an extended version of Codd's relational model by applying the fuzzy set theory and the linguistic variables. The interpretation of the data and the evaluation of a query in this model are based on the concept of the possibility distribution function proposed by L. A. Zadeh and the concept of multivalued logic. The data dependencies in this extended database are also studied. The concept of n-decomposition of an extended relation is introduced. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( VRBSKY91, key = "Vrbsky \& Liu" , author = "Vrbsky, S. V. and Liu, Jane W. S." , title = "{A}n {O}bject-oriented {Q}uery {P}rocessor that {P}roduces {M}onotonically {I}mproving {A}pproximate {A}nswers" , booktitle= "Proceedings of the International Conference on Data Engineering" , address = "Kobe, Japan" , year = "1991" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( VRBSKY93, key = "Vrbsky \& Liu" , author = "Vrbsky, S. V. and Liu, J. W. S." , title = "{APPROXIMATE}: {A} {Q}uery {P}rocessor that {P}roduces {M}onotonically {I}mproving {A}pproximate {A}nswers" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "5" , number = "6" , month = "December" , year = "1993" , pages = "1056--1068" , abstract= "This paper describes APPROXIMATE, a query processor that makes approximate answers available if part of the database is unavailable or if there is not enough time to produce an exact answer. The processor implements approximate query processing--the accuracy of the approximate result produced improves monotonically with the amount of data retrieved to produce the result. The monotone query processing algorithm of APPROXIMATE works within a standard relational algebra framework. APPROXIMATE maintains semantic information for approximate query processing on an underlying level and can be implemented on a relational architecture. We show how APPROXIMATE is implemented to make effective use of the semantic support and describe the additional overhead required by APPROXIMATE." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WANG90, key = "Wang et al." , author = "Wang, F. and Hall, G. B. and Subaryono" , title = "{F}uzzy information representation and processing in conventional {GIS} software: database design and application" , journal = "International Journal of Geographical Information Systems" , volume = "4" , number = "3" , year = "1990" , pages = "261--283" , abstract= "Currently used methods for representing geographical information are inadequate because they do not tolerate imprecision. This leads to information loss and inaccuracy in analysis. Such expressive inadequacy is largely due to the underlying membership concept of classical set theory. To improve information processing in GIS research and application, an alternative membership concept is required. In this paper, we explore the inadequacy imposed upon geographical information representation by classical set theory and address the problems of information loss. A fuzzy relational data model is defined which is more representative for geographical information. A GIS database for agricultural land resource management is created by using the data model and a new technique for assessing land suitability is developed. The fuzzy representation largely facilitates data analysis in this GIS. The methods are tested with data from North Java, Indonesia using a vector-based GIS software package, Arc Info, and the analysis results are presented." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WARDEN90, key = "Warden" , author = "Warden, A." , title = "{I}nto the unknown [database languages]" , journal = "Relational Journal (UK)" , number = "9" , month = "March" , year = "1990" , pages = "7--12" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WEDEKIND88, key = "Wedekind" , author = "Wedekind, H." , title = "{N}ull {V}alues in {DBS} (in german)" , journal = "Informatik Spektrum" , volume = "11" , year = "1988" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WEIYI89, key = "Weiyi" , author = "Weiyi, L." , title = "{T}he determining method about the conflict between null constraints and the set of functional dependencies" , journal = "Journal of Computer Science \& Technology (Eng. Lang. Ed.) (China)" , volume = "4" , number = "2" , month = "April" , year = "1989" , pages = "116--125" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( WILLIAMS88, key = "Williams et al." , author = "Williams, M. H. and Kong, Q. and Chen, G." , title = "{H}andling {I}ncomplete {I}nformation in a {L}ogic {D}atabase" , booktitle= "UK IT 88 Conference Publication" , address = "Swansea, United Kingdom" , month = "July" , year = "1988" , pages = "224--227" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WILLIAMS88A, key = "Williams \& Kong" , author = "Williams, M. H. and Kong, Q." , title = "{I}ncomplete {I}nformation in a {D}eductive {D}atabase" , journal = "Data \& Knowledge Engineering" , volume = "3" , number = "3" , month = "November" , year = "1988" , pages = "197--220" , abstract= " The problem of handling incomplete information efficiently has been studied in the context of relational databases by various workers. However, dealing with incomplete information in a deductive database is a more difficult problem. This paper discusses the problem of interpretation of incomplete information in a deductive database and puts forward a model to assist in understanding the different interpretations and their effect on the evaluation of queries. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WILLIAMS88B, key = "Williams \& Nicholson" , author = "Williams, M. H. and Nicholson, K. A." , title = "{A}n {A}pproach to {H}andling {I}ncomplete {I}nformation in {D}atabases" , year = "1988" , journal = "The Computer Journal" , volume = "31" , pages = "133--140" , number = "2" , ) @inproceedings ( WILLIS86, key = "Willis et al." , author = "Willis, H. L. and Northcote-Green, J. E. D. and Tram, H. N." , title = "{C}omputerized {D}istribution {P}lanning: {D}ata {N}eeds and {R}esults with {I}ncomplete {D}ata" , booktitle= "IEEE/PES 1986 Transmission and Distribution Conference" , address = "Anaheim, CA" , month = "September" , year = "1986" , abstract= " Computerized distribution planning can contribute to the design of efficient, low cost power systems. In some cases, however, data or information required by computer programs may not be available, may be too expensive to collect, or may be of suspect quality. In such cases, the whole issue of computer application is called into question. The authors investigate the performance of several popular computerized distribution planning methods when applied to incomplete data bases or data bases with large amounts of error. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( WINSLETT86A, key = "Winslett" , author = "Winslett, M." , title = "{U}pdating {L}ogical {D}atabases {C}ontaining {N}ull {V}alues" , booktitle= "Proceedings of the International Conference on Database Theory" , publisher= "Springer-Verlag" , address = "Rome, Italy" , editor = "Ausiello, G. and Atzeni, P." , month = "September" , year = "1986" , pages = "421--435" , abstract= "We show that it is natural to extend the concept of database updates to encompass databases with incomplete information in the form of null values, or tuple attribute values that are known to exist but whose exact value is not known. Our approach embeds the incomplete database and the updates in the language of mathematical logic, which we believe has strong advantages over relational tables and traditional data manipulation languages in the incomplete information situation. We present semantics for our update operators, and provide an algorithm to perform the operations. The computational complexity of the algorithm is examined, and a lazy evaluation scheme coupled with simple user-supplied cost limits is recommended to avoid undesirable expense during execution. This paper extends results presented elsewhere." , bibdate = "Wed Sep 2 15:26:11 1987" , owner = "mckenzie" , ) @phdthesis ( WINSLETT87, key = "Winslett" , author = "Winslett, M." , title = "{U}pdating databases with incomplete information" , school = "Stanford University" , address = "Stanford, California" , month = "January" , year = "1987" , bibdate = "Fri Dec 22 14:03:10 1989" , owner = "curtis" , ) @article ( WINSLETT88, key = "Winslett" , author = "Winslett, M." , title = "{A} {M}odel-{B}ased {A}pproach to {U}pdating {D}atabases with {I}ncomplete {I}nformation" , journal = "ACM Transactions on Database Systems" , volume = "13" , number = "2" , year = "1988" , pages = "167--196" , keywords= "fuzzy and probabilistic reasoning, incomplete information, uncertainty, updates" , abstract= "Suppose one wishes to construct, use, and maintain a database of facts about the real world, even though the state of that world is only partially known. In the artificial intelligence domain, this problem arises when an agent has a base set of beliefs that reflect partial knowledge about the world, and then tries to incorporate new, possibly contradictory knowledge into this set of beliefs. In the database domain, one facet of this situation is the well-known null values problem. We choose to represent such a database as a logical theory, and view the models of the theory as representing possible states of the world that are consistent with all known information. How can new information be incorporated into the database? For example, given the new information that ``{\em b} or {\em c} is true,'' how can one get rid of all outdated information about {\em b} and {\em c}, add the new information, and yet in the process not disturb any other information in the database? In current-day database management systems, the difficult and tedious burden of determining exactly what to add and remove from the database is placed on the user. The goal of our research was to relieve users of that burden, by equipping the database management system with update algorithms that can automatically determine what to add and remove from the database. Under our approach, new information about the state of the world is input to the database management system as a well-formed formula that the state of the world is now known to satisfy. We have constructed database update algorithms to interpret this update formula and incorporate the new information represented by the formula into the database without further assistance from the user. In this paper we show how to embed the incomplete database and the incoming information in the language of mathematical logic, explain the semantics of our update operators, and discuss the algorithms that implement these operators." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @unpublished ( WINSLETT90A, key = "Winslett-Wilkins" , author = "Winslett-Wilkins, M." , title = "{A}n {A}pproach to {R}epresenting and {U}pdating {P}artial {I}nformation" , note = "Stanford University, Computer Science Department" , ) @techreport ( WONG80A, key = "Wong" , author = "Wong, E." , title = "{A} {S}tatistical {A}pproach to {I}ncomplete {I}nformation" , type = "Technical Report" , number = "CCA-80-01" , institution= "Computer Corporation of America" , year = "1980" , month = "May" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WONG82, key = "Wong" , author = "Wong, E." , title = "{A} {S}tatistical {A}pproach to {I}ncomplete {I}nformation in {D}atabase {S}ystems" , journal = "ACM Transactions on Database Systems" , volume = "7" , number = "3" , month = "September" , year = "1982" , pages = "470--488" , keywords= "theory; incomplete information; missing values; null values" , abstract= "There are numerous situations in which a database cannot provide a precise answer to some of the questions that are posed. Sources of imprecision vary and include examples such as recording errors, incompatible scaling, and obsolete data. In many such situations, considerable prior information concerning the imprecision exists and can be exploited to provide valuable information for queries to which no exact answer can be given. The objective of this paper is to provide a framework for doing so." , bibdate = "Mon May 20 16:00:37 1985" , ) @article ( WONG90, key = "Wong \& Leung" , author = "Wong, M. H. and Leung, K. S." , title = "{A} {F}uzzy {D}atabase-{Q}uery {L}anguage" , journal = "Information Systems" , volume = "15" , number = "5" , year = "1990" , pages = "583--590" , keywords= "Fuzzy query language, multicriteria decision making, conflict resolution" , abstract= "Selection conditions for conventional database-query languages are not natural enough to express criteria with fuzzy concepts. To choose some alternatives from a database requires the techniques of multicriteria decision making or conflict resolution. However, some traditional techniques in this area still have some drawbacks, such as inefficiency and independency of criteria. In this paper a fuzzy database-query language is presented and its position in the area of multicriteria decisions making in database applications is discussed and identified. The selection constraints of this query language can accept both crispy and fuzzy conditions." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( WONG91, key = "Wong \& Yao" , author = "Wong, S. K. M. and Yao, Y. Y." , title = "{A} {P}robabilistic {I}nference {M}odel for {I}nformation {R}etrieval" , journal = "Information Systems" , volume = "16" , number = "3" , year = "1991" , pages = "301--321" , keywords= "Information retrieval, inference, vector space model, probabilistic model, relevance feedback, indexing, query formulation" , abstract= "Based on the epistemological view of probability, a probabilistic inference model is proposed in this paper. It is argued that some of the problems presented in the conventional probabilistic models may be resolved if one takes the epistemological view instead of the aleatory view of probability. The new model also recognizes the close connections between probabilistic and vector-based approaches. It is explicitly shown that both the standard and generalized vector space models are special cases of the proposed probabilistic inference model. Our method is applicable to any basic concepts from an indexing scheme. Furthermore, it provides a theoretical basis for the vector-based relevance feedback models, and has the additional advantage that no ad hoc parameters are needed. The new approach gives a plausible explanation for adopting a linear measure (discriminant function) for decision making in general, although our discussion is mainly focussed on information retrieval." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( YAGER82, key = "Yager" , author = "Yager, R. R." , title = "{A} new approach to the summarization of data" , journal = "Information Sciences" , volume = "28" , number = "1" , month = "October" , year = "1982" , pages = "69--86" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( YAGER86, key = "Yager" , author = "Yager, R. R." , title = "{O}n {I}ncomplete and {U}ncertain {K}nowledge {B}ases" , booktitle= "Expert Systems in Government Symposium" , address = "McLean, VA" , month = "October" , year = "1986" , pages = "96--100" , abstract= "A central function of the knowledge base of an expert system is to represent the associations between variables relevant to the domain of the system. The author suggests that an experts' lack of complete knowledge of the underlying domain requires the use of more sophisticated methods to represent these associations than used in the past. He discusses the appropriateness of using the theory of approximate reasoning for representing knowledge in expert systems." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( YAGER87, key = "Yager" , author = "Yager, R. R." , title = "{S}et-{B}ased {R}epresentations of {C}onjunctive and {D}isjunctive {K}nowledge" , journal = "Information Sciences" , volume = "41" , year = "1987" , pages = "1--22" , abstract= "We look at the use of sets as a method of representing information. We study the use of different set operators to implement differenct semantic operations. Careful distinction is made between conjunctive and disjunctive type information." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( YAGER91, key = "Yager" , author = "Yager, R. R." , title = "{F}uzzy {Q}uotient {O}perators for {F}uzzy {R}elational {D}atabases" , booktitle= "Proc. International Fuzzy Engineering Symposium" , address = "Yokohama, Japan" , year = "1991" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( YAHYA85, key = "Yahya \& Henschen" , author = "Yahya, A. and Henschen, L. J." , title = "{D}eduction in {N}on-{{H}}orn {D}atabases" , year = "1985" , journal = "JAR" , volume = "1" , pages = "141--160" , ) @article ( YAN88, key = "Yan \& Jichao" , author = "Yan, Z. and Jichao, H." , title = "{D}ata dependencies in database with incomplete information" , journal = "Journal of Computer Science \& Technology (Eng. Lang. Ed.) (China)" , volume = "3" , number = "2" , month = "April" , year = "1988" , pages = "131--138" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( YANG91, key = "Yang \& Lee" , author = "Yang, J. D. and Lee, Y. J." , title = "{C}haracterization of unknown values with implicit predicate" , journal = "Decision Support Systems" , volume = "7" , number = "2" , month = "May" , year = "1991" , pages = "133--144" , abstract= " In general, null values are interpreted as unknown value or inapplicable value. This paper proposes a new approach for solving the unknown value problems with Implicit Predicate (IP). The IP serves as a descriptor corresponding to a set of the unknown values, thereby expressing the semantics of them. In this paper, we demonstrate that the IP is capable of (1) enhancing the semantic expressiveness of the unknown values. (2) entering incomplete information into database and (3) exploiting the information and a variety of inference rules in database to reduce the uncertainties of the unknown values. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( YANG91A, key = "Yang \& Lee" , author = "Yang, J. D. and Lee, Y. J." , title = "{A} sound and complete query evaluation for {I}mplicit {P}redicate which is a semantic descriptor of unknown values" , journal = "Information Processing Letters" , volume = "39" , month = "September" , year = "1991" , pages = "283--289" , keywords= "Information retrieval, unknown values, deductive database" , abstract= "none given" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( YAZICI90, key = "Yazici" , author = "Yazici, A." , title = "{R}epresenting {I}mprecise {I}nformation in {NF}**2 {R}elations" , booktitle= "IEEE Proceedings of Southeastcon '90 - Technologies Today and Tomorrow" , address = "New Orleans, LA" , month = "April" , year = "1990" , pages = "1026--1030" , abstract= " A model which can represent imprecise information and store it as an extension of normal-form (NF**2) relations with one level of nesting is proposed. It is shown by example that the model is more general than the ordinary NF**2 relational model. This generality is accomplished by an operator that can manipulate imprecise data and precise data and can have the same properties as the nest and the pack operators defined for NF**2 relations. This operator, called the merge operator, is defined. A representation framework for representing incomplete data, including range values and various null values, is also proposed. " , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @mastersthesis ( YEO87, key = "Yeo" , author = "Yeo, A." , title = "{S}ets in {R}elational {D}atabases" , year = "1987" , address = "Department of Computer Science" , school = "Victoria University, Wellington, New Zealand" , ) @inproceedings ( YIA92, key = "Yia et al." , author = "Yia, Y. and Feng, Z. and Miller, M." , title = "{A} {M}ultivalued {A}pproach to handle nulls in {RDB}" , booktitle= "Proc. 2nd Far-East Workshop on Future Database Systems" , address = "Kyoto, Japan" , month = "April" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( YUAN88, key = "Yuan \& Chiang" , author = "Yuan, L. Y. and Chiang, D." , title = "{A} {S}ound and {C}omplete {Q}uery {E}valuation {A}lgorithm for {R}elational {D}atabases with {N}ull {V}alues" , booktitle= "Proceedings of ACM SIGMOD International Conference on Management of Data" , organization= "Association for Computing Machinery" , publisher= "ACM Press" , month = "May" , year = "1988" , pages = "74--81" , abstract= "Reiter has proposed extended relational theory to formulate relational databases with null values and presented a query evaluation algorithm for such databases. However, due to indefinite information brought by null values, Reiter's algorithm is sound but not complete. In this paper, we first propose an extended relation to represent indefinite information in relational databases. Then we define an extended relational algebra for extended relations. Based on Reiter's extended relational theory, and our extended relations and the extended relational algebra, we present a sound and complete query evaluation algorithm for relational databases with null values." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @article ( YUE91, key = "Yue" , author = "Yue, K." , title = "{A} {M}ore {G}eneral {M}odel {F}or {H}andling {M}issing {I}nformation {I}n {R}elational {D}ata{B}ases {U}sing {A} 3-{V}alued {L}ogic" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , publisher= "ACM" , volume = "20" , number = "3" , month = "September" , year = "1991" , pages = "43--49" , abstract= "Codd proposed the use of two interpretations of nulls to handle missing information in relational databases that may lead to a 4-valued logic [Codd86, Codd87]. In a more general model, three interpretations of nulls are necessary [Roth, Zani]. Without simplification, this may lead to a 7-valued logic, which is too complicated to be adopted in relational databases. For such a model, there is no satisfactory simplification to a 4-valued logic. However, by making a straightforward simplification and using some proposed logical functions, a 3-valued logic can handle all three interpretations." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ZADEH89, key = "Zadeh" , author = "Zadeh, L." , title = "{K}nowledge {R}epresentation in {F}uzzy {L}ogic" , journal = "IEEE Transactions on Knowledge and Data Engineering" , volume = "1" , number = "1" , year = "1989" , pages = "89--100" , abstract= "The conventional approaches to knowledge representation, e.g., semantic networks, frames, predicate calculus, and Prolog, are based on bivalent logic. A serious shortcoming of such approaches is their inability to come to grips with the issue of uncertainty and imprecision. As a consequence, the conventional approaches do not provide an adequate model for modes of reasoning which are approximate rather than exact. Most modes of human reasoning and all of common sense reasoning fall into this category. Fuzzy Logic, which may be viewed as an extension of classical logical systems, provides an effective conceptual framework for dealing with the problem of knowledge representation in an environment of uncertainty and imprecision. Meaning representation in fuzzy logic is based on test-score semantics. In this semantics, a proposition is interpreted as a system of elastic constraints, and reasoning is viewed as elastic constraint propagation. Our paper presents a summary of the basic concepts and techniques underlying the application of fuzzy logic to knowledge representation and describes a number of examples relating to its use as a computational system for dealing with uncertainty and imprecision in the context of knowledge, meaning, and inference." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @inproceedings ( ZANIOLO82, key = "Zaniolo" , author = "Zaniolo, C." , title = "{D}atabase {R}elations with {N}ull {V}alues ({E}xtended {A}bstract)" , booktitle= "Proceedings of the ACM Symposium on Principles of Database Systems" , organization= "Association for Computing Machinery" , address = "Los Angeles, CA" , month = "March" , year = "1982" , pages = "27--33" , abstract= "none given" , bibdate = "Sat Jan 21 12:31:24 1984" , ) @techreport ( ZANIOLO83A, key = "Zaniolo" , author = "Zaniolo, C." , title = "{A} {F}ormal {T}reatment of {N}onexistent {V}alues in {D}atabase {R}elations" , type = "Technical Report" , institution= "Bell Laboratories" , year = "1983" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ZANIOLO84, key = "Zaniolo" , author = "Zaniolo, C." , title = "{D}atabase {R}elations with {N}ull {V}alues" , journal = "Journal of Computer and System Sciences" , volume = "28" , year = "1984" , pages = "142--166" , abstract= "A new formal approach is proposed for modeling incomplete database information by means of null values. The basis of our approach is an interpretation of nulls which obviates the need for more than one type of null. The conceptual soundness of this approach is demonstrated by generalizing the formal framework of the relational data model to include null values. In particular, the set-theoretical properties of relations with nulls are studied and the definitions of set inclusion, set union, and set difference are generalized. A simple and efficient strategy for evaluating queries in the presence of nulls is provided. The operators of relational algebra are then generalized accordingly. Finally, the deep-rooted logical and computational problems of previous approaches are reviewed to emphasize the superior practicability of the solution." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @book ( ZEMANKOVA-LEECH84, key = "Zemankova-Leech \& Kandel" , author = "Zemankova-Leech, M. and Kandel, A." , title = "{F}uzzy {R}elational {D}ata {B}ases --- a {K}ey to {E}xpert {S}ystems" , publisher= {T\"{U}V Rheinland} , series = "Interdisciplinary Systems Research Series" , address = {K\"{o}ln} , year = "1984" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ZEMANKOVA85, key = "Zemankova \& Kandel" , author = "Zemankova, M. and Kandel, A." , title = "{I}mplementing {I}mprecision in {I}nformation {S}ystems" , journal = "Information Sciences" , volume = "37" , year = "1985" , pages = "107--141" , abstract= "The aim of data base management system designers is to provide the user with the ability to store data that can be used in deriving information satisfying the user's information needs. Information provided by data bases is frequently used as an input in decision making and problem solving in uncertain environments. Human beings deal with uncertainty by applying approximate reasoning which enables them to deal with uncertainty and imprecise, incomplete, or vague information. Therefore, there is a need for information systems and expert systems that allow representation and manipulation of imprecise information in order to model human reasoning. Furthermore, it is desirable that such systems provide means for ``individualization'' to reflect the user's perception of data and the information requirements. The fuzzy relational data base (FRDB) model presented in this paper is based on research in the fields of relational data bases and theories of fuzzy sets and possibility. It is designed to satisfy the need for individualization and imprecise information processing. After introduction to the underlying theory, the FRDB model architecture and query language are presented. Finally, the possible applications of the FRDB in imprecise information processing are discussed." , bibdate = "Sun Apr 7 17:11:20 1991" , owner = "curtis" , ) @article ( ZEMANKOVA89, author = "Zemankova, M." , title = "{FIIS}: {A} {F}uzzy {I}ntelligent {I}nformation {S}ystem" , journal = "IEEE Database Engineering Bulletin - Special Issue on Imprecision in Databases" , volume = "12" , number = "2" , month = "June" , year = "1989" , pages = "11--20" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ZEMANKOVA89A, key = "Zemankova" , author = "Zemankova, M." , title = "{FILIP}. {A} fuzzy intelligent information system with learning capabilities" , journal = "Information Systems" , volume = "14" , number = "6" , year = "1989" , pages = "473--486" , abstract= " FILIP (fuzzy intelligent learning information processing) system is designed with the goal to model human information processing. The issues addressed are uncertain knowledge representation and approximate reasoning based on fuzzy set theory, and knowledge acquisition by 'being told' or by 'learning from examples'. Concepts that can be 'learned' by the system can be imprecise (fuzzy), or the knowledge can be incomplete. In the latter case, FILIP uses the concept of similarity to extrapolate the knowledge to cases that were not covered by examples provided by the user. Concepts are stored in the knowledge base and employed in intelligent query processing, based on flexible inference that supports approximate matches between the data in the database and the query. The architecture of FILIP is discussed, the learning algorithm is described, and examples of the system's performance in the knowledge acquisition and querying modes, together with its explanatory capabilities are shown." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ZHOU91, key = "Zhou" , author = "Zhou, N." , title = "{R}epresentation and {P}rocessing of {U}ncertain {I}nformation in {R}elational {D}atabases" , booktitle= "The 10th International Conference on the Entity Relationship Approach" , address = "San Francisco, CA" , month = "October" , year = "1991" , abstract= "do not have article" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @article ( ZICARI90, key = "Zicari" , author = "Zicari, R." , title = "{I}ncomplete {I}nformation in {O}bject-{O}riented {D}atabases" , journal = "Proceedings of ACM SIGMOD International Conference on Management of Data" , volume = "19" , number = "3" , month = "September" , year = "1990" , pages = "5--16" , abstract= "We present a way to handle incomplete information both at schema and object instance level in an object-oriented database. Incremental schema design becomes possible with the introduction of generic classes. Incomplete data in an object instance is handled with the introduction of explicit null values in a similar way as in the relational and nested relations data models." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ZICARI92, key = "Zicari" , author = "Zicari, R." , title = "{D}atabases and {I}ncomplete {I}nformation" , booktitle= "Proc. Workshop on Uncertainty Management" , address = "Palma de Majorca, Spain" , month = "September" , year = "1992" , abstract= "do not have" , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @phdthesis ( ZIMANYI92, key = "Zim\'anyi" , author = "Zim\'anyi, E." , title = "{I}ncomplete and {U}ncertain {I}nformation in {R}elational {D}atabases" , school = "Universit\'e Libre de Bruxelles" , address = "Brussells, Belgium" , month = "July" , year = "1992" , abstract= "In real life it is very often the case that the available knowledge is {\it imperfect} in the sense that it represents multiple possible states of the external world, yet it is unknown which state corresponds to the actual situation of the world. Imperfect knowledge can be of two different categories. Knowledge is {\it incomplete} if it represents different states, one of which is true in the external world. On the contrary, knowledge is {\it uncertain} if it represents different states which may be satisfied or are likely to be true in the external world. Imperfect knowledge can be considered under two different perspectives: using either an {\it algebraic} or a {\it logical} approach. We present both approaches in relation with the standard relational model, providing the necessary background for the subsequent development. The study of imperfect knowledge has been an active area of research, in particular in the context of relational databases. However, due to the complexity of manipulating imperfect knowledge, little practical results have been obtained so far. In this thesis we provide a survey of the field of incompleteness and uncertainty in relational databases; it can be used also as an introductory tutorial for understanding the intuitive semantics and the problems encountered when representing and manipulating such imperfect knowledge. The survey concentrates in giving an unifying presentation of the different approaches and results found in the literature, thus providing a state of the art in the field. The rest of the thesis studies in detail the manipulation of one type of incomplete knowledge, namely {\it disjunctive information}, and one type of uncertain knowledge, namely {\it probabilistic information}. We study both types of imperfect knowledge using similar approaches, that is through an algebraic and a logical framework. The relational algebra operators are generalized for disjunctive and probabilistic relations, and we prove the correctness of these generalizations. In addition, disjunctive and probabilistic databases are formalized using appropriate logical theories and we give sound and complete query evaluation algorithms. A major implication of these studies is the conviction that viewing incompleteness and uncertainty as different facets of the same problem would allow to achieve a deeper understanding of imperfect knowledge, which is absolutely necessary for building information systems capable of modeling complex real-life situations." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( ZIMANYI92A, key = "Zim\'anyi" , author = "Zim\'anyi, E." , title = "{Q}uery {E}valuation in {P}robabilistic {D}atabases" , type = "RR" , number = "92-01" , institution= "INFODOC, Universit\'e Libre de Bruxelles, Belgium" , year = "1992" , month = "September" , abstract= "This paper describes a generalization of the relational model in order to capture and manipulate a particular type of probabilistic information. Probabilistic databases are formalized by means of probabilistic logic theories based on a probabilistic first-order language proposed by Halpern. A sound a complete method is described for evaluating queries in probabilistic theories. The generalization proposed can be incorporated into existing relational systems with the addition of a component for the manipulation of propositional formulas." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @techreport ( ZIMANYI92B, key = "Zim\'anyi" , author = "Zim\'anyi, E." , title = "{P}robabilistic {R}elational {D}atabases" , type = "RR" , number = "92-02" , institution= "INFODOC, Universit\'e Libre de Bruxelles, Belgium" , year = "1992" , month = "October" , abstract= "This paper describes a generalization of the relational model in order to capture and manipulate a particular type of probabilistic information. We define probabilistic relations and define their semantics. However, it is not possible to define relational operators over probabilistic relations which yield semantically correct results for arbitrary relational expressions. For this reason, we define another kind of relations called {\it trace relations} or, briefly, {\it t-relations}. Once the semantics of these relations is defined, we prove that a relational algebra over t-relations can be correctly defined. Thus, manipulating probabilistic databases implies translating the database into t-relations, applying relational operators over the t-relations, and translating the results obtained into a probabilistic relation. The generalization proposed can be incorporated into existing relational systems with the addition of a component for manipulating propositional formulas." , bibdate = "Mon Apr 1 15:20:41 1991" , owner = "curtis" , ) @inproceedings ( ZVIELI86, key = "Zvieli \& Chen" , author = "Zvieli, A. and Chen, P." , title = "{E}ntity-{R}elationship {M}odeling and {F}uzzy {D}atabases" , booktitle= "Proceedings of the Second International Conference on Data Engineering" , year = "1986" , pages = "320--327" , abstract= "This work describes an integration of an entity/relationship model an fuzzy databases. It outlines a formal model for representing fuzziness in the ER model, and sketchs a version of the ER algebra, adapted to manipulating fuzzy databases." , bibdate = "Wed Jul 31 09:59:23 1991" , owner = "curtis" , ) @Comment (BIBSETS )