About the incremental validation of first-order stratified knowledge-based decision-support systems

In this paper, a new efficient technique is introduced to check the logical consistency of first-order function-free stratified knowledge-based decision-support systems (KBs). It is based on a progressive instantiation schema that enables us to benefit from the power of local search techniques for propositional satisfiability and search. It combines a knowledge preference pre-ordering with a concept of depth-limited reasoning. An algorithm that proves efficient very often is proposed. It delivers a good approximation of Benferhat et al.'s preferred maximal inclusion-based consistent sub-bases. The approach is extended to cover forms of non-monotonic KBs, as well.

[1]  Lakhdar Sais,et al.  Checking Several Forms of Consistency in Nonmonotonic Knowledge-Bases , 1997, ECSQARU-FAPR.

[2]  Lakhdar Sais,et al.  Combining Nonmonotonic Reasoning and Belief Revision: A Practical Approach , 1998, AIMSA.

[3]  Lakhdar Sais,et al.  Validation of knowledge-based systems by means of stochastic search , 1998, Proceedings Ninth International Workshop on Database and Expert Systems Applications (Cat. No.98EX130).

[4]  Hector J. Levesque,et al.  A New Method for Solving Hard Satisfiability Problems , 1992, AAAI.

[5]  Lakhdar Sais,et al.  System Description: CRIL Platform for SAT , 1998, CADE.

[6]  Lakhdar Sais,et al.  Boosting complete techniques thanks to local search methods , 1998, Annals of Mathematics and Artificial Intelligence.

[7]  Bart Selman,et al.  Local search strategies for satisfiability testing , 1993, Cliques, Coloring, and Satisfiability.

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

[9]  Éric Grégoire,et al.  Checking depth‐limited consistency and inconsistency in knowledge‐based systems , 2001 .

[10]  Didier Dubois,et al.  Inconsistency Management and Prioritized Syntax-Based Entailment , 1993, IJCAI.

[11]  Gerhard Brewka,et al.  Preferred Subtheories: An Extended Logical Framework for Default Reasoning , 1989, IJCAI.

[12]  Lakhdar Sais,et al.  Tabu Search for SAT , 1997, AAAI/IAAI.

[13]  Raymond Reiter,et al.  A Theory of Diagnosis from First Principles , 1986, Artif. Intell..

[14]  Donald W. Loveland,et al.  A machine program for theorem-proving , 2011, CACM.

[15]  Bart Selman,et al.  Ten Challenges in Propositional Reasoning and Search , 1997, IJCAI.

[16]  Éric Grégoire Handling Inconsistency Efficiently in the Incremental Construction of Statified Belief Bases , 1999, ESCQARU.