Theories and uses of context in knowledge representation and reasoning

This paper discusses the uses of context in knowledge representation and reasoning (KRR). We propose to partition the theories of context brought forward in KRR into two main classes, which we call divide-and-conquer and compose-and-conquer. We argue that this partition provides a possible explanation of why in KRR context is used to solve different types of problems, or to address the same problems from very different perspectives. The problems we use to illustrate this point are the problem of generality, the formalization of propositional attitudes, and knowledge and data integration.

[1]  Y. Wilks,et al.  Artificial Believers: The Ascription of Belief , 1991 .

[2]  Fausto Giunchiglia,et al.  Non-Omniscient Belief as Context-Based Resoning , 1993, IJCAI.

[3]  Pablo Noriega,et al.  Towards Layered Dialogical Agents , 1996, ATAL.

[4]  Yorick Wilks,et al.  An ascription-based approach to Speech Acts , 1996, COLING.

[5]  Richmond H. Thomason Type Theoretic Foundations for Context, Part 1: Contexts as Complex Type-Theoretic Objects , 1999, CONTEXT.

[6]  Patrick Brézillon,et al.  Lecture Notes in Artificial Intelligence , 1999 .

[7]  Patrick Brézillon,et al.  Context in problem solving: a survey , 1999, The Knowledge Engineering Review.

[8]  A. Cimatti,et al.  Dealing With Expected and Unexpected Obstacles , 1997 .

[9]  John Mylopoulos,et al.  Partitioning Information Bases with Contexts , 1995, CoopIS.

[10]  Varol Akman,et al.  Steps Toward Formalizing Context , 1996, AI Mag..

[11]  Dov M. Gabbay,et al.  Structured Contexts with Fibred Semantics , 2000 .

[12]  Sasa Buvac Quantificational Logic of Context , 1996, AAAI/IAAI, Vol. 1.

[13]  Fausto Giunchiglia,et al.  Local Models Semantics, or Contextual Reasoning = Locality + Compatibility , 1998, KR.

[14]  Luciano Serafini,et al.  Model Theoretic Semantics for Information Integration , 1998, AIMSA.

[15]  Fausto Giunchiglia,et al.  Ideal and Real Belief about Belief , 1996, J. Log. Comput..

[16]  Fausto Giunchiglia,et al.  Reasoning about Theory Adequacy. A New Solution to the Qualification Problem , 1995, Fundam. Informaticae.

[17]  John McCarthy,et al.  Generality in artificial intelligence , 1987, Resonance.

[18]  Fausto Giunchiglia,et al.  Model Checking Multiagent Systems , 1998, J. Log. Comput..

[19]  Wanda Pratt,et al.  Integrating Information Sources Using Context Logic , 1995 .

[20]  Luciano Serafini,et al.  Multi-Agent Reasoning with Belief Contexts: The Approach and a Case Study , 1995, ECAI Workshop on Agent Theories, Architectures, and Languages.

[21]  Luciano Serafini,et al.  Information Integration for Electronic Commerce , 1998, AMET.

[22]  Toby Walsh,et al.  Proceedings of the 16th international joint conference on Artificial Intelligence - IJCAI '99 , 1999 .

[23]  Chiara Ghidini,et al.  Contextual reasoning distilled , 2000, J. Exp. Theor. Artif. Intell..

[24]  Chiara Ghidini,et al.  Formalizing Belief Reports - The Approach and a Case Study , 1998, AIMSA.

[25]  B. Kokinov A Dynamic Approach to Context Modeling , 1999 .

[26]  Maria Simi,et al.  A Formalization of Viewpoints , 1995, Fundam. Informaticae.

[27]  Ian A. Mason,et al.  Propositional Logic of Context , 1993, AAAI.

[28]  Gilles Fauconnier,et al.  Mental Spaces: Aspects of Meaning Construction in Natural Language , 1985 .

[29]  Richard W. Weyhrauch,et al.  Prolegomena to a Theory of Mechanized Formal Reasoning , 1980, Artif. Intell..

[30]  John McCarthy,et al.  Notes on Formalizing Context , 1993, IJCAI.

[31]  Laurent Perrussel,et al.  Contextual Reasoning , 1998, ECAI.

[32]  D. Lenat The Dimensions of Context-Space , 1998 .

[33]  Chiara Ghidini,et al.  Modelling (Un)Bounded Beliefs , 1999, CONTEXT.

[34]  M. Colombetti,et al.  Conversation and behavior games in the pragmatics of dialogue , 1993 .

[35]  R. Guha Contexts: a formalization and some applications , 1992 .

[36]  Fausto Giunchiglia,et al.  Multilanguage hierarchical logics (or: how we can do without modal logics) , 1994, CNKBS.

[37]  Michael Fisher,et al.  Programming Resource-Bounded Deliberative Agents , 1999, IJCAI.

[38]  Nicholas R. Jennings,et al.  Agents That Reason and Negotiate by Arguing , 1998, J. Log. Comput..

[39]  Ramanathan V. Guha,et al.  Cyc: toward programs with common sense , 1990, CACM.

[40]  Luciano Serafini,et al.  Two Formalizations of Context: A Comparison , 2001, CONTEXT.