The Complexity of Model-Preference Default Theories

Most formal theories of default inference have very poor computational properties, and are easily shown to be intractable, or worse, undecidable. We are therefore investigating limited but efficiently computable theories of default reasoning. This paper defines systems of Propositional Model Preference Defaults, which provide a true model-theoretic account of default inference with exceptions. Some of our results extend to other nonmonotonic formalisms, such as Default Logic.

[1]  R. Reiter,et al.  SOME REPRESENTATIONAL ISSUES IN DEFAULT REASONING , 1980 .

[2]  Hector J. Levesque,et al.  Making Believers out of Computers , 1986, Artif. Intell..

[3]  Henry E. Kyburg,,et al.  The Reference Class , 1983, Philosophy of Science.

[4]  David W. Etherington,et al.  Reasoning with incomplete information: investigations of non-monotonic reasoning , 1986 .

[5]  Jean H. Gallier,et al.  Linear-Time Algorithms for Testing the Satisfiability of Propositional Horn Formulae , 1984, J. Log. Program..

[6]  Raymond Reiter,et al.  A Logic for Default Reasoning , 1987, Artif. Intell..

[7]  C. Raymond Perrault An application of default logic to speech act theory , 1987 .

[8]  David W. Etherington A Semantics for Default Logic , 1987, IJCAI.

[9]  Drew McDermott,et al.  Default Reasoning, Nonmonotonic Logics, and the Frame Problem , 1986, AAAI.

[10]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[11]  John McCarthy,et al.  Circumscription - A Form of Non-Monotonic Reasoning , 1980, Artif. Intell..

[12]  David J. Israel,et al.  Interpreting network formalisms , 1983 .

[13]  Jack Minker,et al.  Logic and Data Bases , 1978, Springer US.

[14]  Raymond Reiter On Closed World Data Bases , 1977, Logic and Data Bases.

[15]  Yoav Shoham,et al.  Nonmonotonic Logics: Meaning and Utility , 1987, IJCAI.

[16]  Y. Shoham Reasoning About Change: Time and Causation from the Standpoint of Artificial Intelligence , 1987 .

[17]  David S. Touretzky,et al.  The Mathematics of Inheritance Systems , 1984 .