A Logic of Limited Belief for Reasoning with Disjunctive Information

The goal of producing a general purpose, semantically motivated, and computationally tractable deductive reasoning service remains surprisingly elusive. By and large, approaches that come equipped with a perspicuous model theory either result in reasoners that are too limited from a practical point of view or fall off the computational cliff. In this paper, we propose a new logic of belief called SL which lies between the two extremes. We show that query evaluation based on SL for a certain form of knowledge bases with disjunctive information is tractable in the propositional case and decidable in the first-order case. Also, we present a sound and complete axiomatization for propositional SL.

[1]  Hector J. Levesque A Completeness Result for Reasoning with Incomplete First-Order Knowledge Bases , 1998, KR.

[2]  D. Davidson Truth and meaning , 2004, Synthese.

[3]  D. Davidson Truth and Meaning , 1967 .

[4]  Robert Givan,et al.  Taxonomic syntax for first order inference , 1989, JACM.

[5]  Mukesh Dalal,et al.  Semantics of an Anytime Family of Reasoners , 1996, ECAI.

[6]  Peter F. Patel-Schneider,et al.  A decidable first-order logic for knowledge representation , 1985, Journal of Automated Reasoning.

[7]  Gerhard Lakemeyer Evaluation-Based Reasoning with Disjunctive Information in First-Order Knowledge Bases , 2002, KR.

[8]  Moshe Y. Vardi,et al.  On Epistemic Logic and Logical Omniscience. , 1988 .

[9]  Marco Schaerf,et al.  Tractable Reasoning via Approximation , 1995, Artif. Intell..

[10]  Hector J. Levesque,et al.  A Logic of Implicit and Explicit Belief , 1984, AAAI.

[11]  Marco Schaerf,et al.  On the complexity of entailment in propositional multivalued logics , 1996, Annals of Mathematics and Artificial Intelligence.

[12]  Marco Schaerf,et al.  Approximate Reasoning and Non-Omniscient Agents , 1992, TARK.

[13]  Benjamin Kuipers,et al.  Towards a Theory of Access-limited Logic for Knowledge Representation , 2005 .

[14]  G. Lakemeyer Models of belief for decidable reasoning in incomplete knowledge bases , 1992 .

[15]  James P. Delgrande,et al.  A FRAMEWORK FOR LOGICS OF EXPLICIT BELIEF , 1995, Comput. Intell..

[16]  Saul Kripke,et al.  A completeness theorem in modal logic , 1959, Journal of Symbolic Logic.

[17]  J. Dunn,et al.  Intuitive semantics for first-degree entailments and ‘coupled trees’ , 1976 .

[18]  Nuel D. Belnap,et al.  Entailment : the logic of relevance and necessity , 1975 .

[19]  J. Hintikka Knowledge and belief , 1962 .

[20]  James M. Crawford,et al.  A Non-Deterministic Semantics for Tractable Inference , 1998, AAAI/IAAI.

[21]  Joseph Y. Halpern,et al.  A Guide to Completeness and Complexity for Modal Logics of Knowledge and Belief , 1992, Artif. Intell..

[22]  David A. McAllester Truth Maintenance , 1990, AAAI.

[23]  Alan M. Frisch Inference without Chaining , 1987, IJCAI.

[24]  K. Konolige A deduction model of belief , 1986 .

[25]  Ronald Fagin,et al.  A Nonstandard Approach to the Logical Omniscience Problem , 1990, Artif. Intell..

[26]  Ronald Fagin,et al.  Belief, Awareness, and Limited Reasoning. , 1987, Artif. Intell..