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An abductive framework for general logic programs and other nonmonotonic systems

Gerhard Brewka, Kurt Konolige

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Abstract

We present an abductive semantics for general propositional logic programs which defines the meaning of a logic program in terms of its extensions. This approach extends the stable model semantics for normal logic programs in a natural way. The new semantics is equivalent to stable semantics for a logic program P whenever P is normal and has a stable model. The abductive semantics can also be applied to generalize default logic and autoepistemic logic in a like manner. Our approach is based on an idea recently proposed by Konolige for causal reasoning. Instead of maximizing the set of hypotheses alone we maximize the union of the hypotheses, along with possible hypotheses that are excused or refuted by the theory. 1

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What this paper is about

We present an abductive semantics for general propositional logic programs which defines the meaning of a logic program in terms of its extensions. This approach extends the stable model semantics for normal logic programs in a natural way. The new semantics is equivalent to stable semantics for a logic program P whenever P is normal and has a stable model. The abductive semantics can also be applied to generalize default logic and autoepistemic logic in a like manner. Our approach is based on an idea recently proposed by Konolige for causal reasoning. Instead of maximizing the set of hypotheses alone we maximize the union of the hypotheses, along with possible hypotheses that are excused or refuted by the theory. 1

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OpenAlex reports 12 citations for this work. Citation counts describe recorded attention and do not establish research quality.

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Available abstract

We present an abductive semantics for general propositional logic programs which defines the meaning of a logic program in terms of its extensions. This approach extends the stable model semantics for normal logic programs in a natural way. The new semantics is equivalent to stable semantics for a logic program P whenever P is normal and has a stable model. The abductive semantics can also be applied to generalize default logic and autoepistemic logic in a like manner. Our approach is based on an idea recently proposed by Konolige for causal reasoning. Instead of maximizing the set of hypotheses alone we maximize the union of the hypotheses, along with possible hypotheses that are excused or refuted by the theory. 1

Key concepts: Autoepistemic logic, Default logic, Non-monotonic logic, Well-founded semantics, Stable model semantics, Semantics (computer science), Computer science, Abductive reasoning

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