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The relationship between KLM and MAK models for nonmonotonic inference operations

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Abstract

The purpose of this note is to make quite clear the relationship between two variants of the general notion of a preferential model for nonmonotonic inference: the models of Kraus, Lehmann and Magidor (KLM models) and those of Makinson (MAK models).

On the one hand, we introduce the notion of the core of a KLM model, which suffices to fully determine the associated nonmonotonic inference relation. On the other hand, we slightly amplify MAK models with a monotonic consequence operation as additional ingredient.

We give two equivalent characterizations of the cores of KLM models: they are precisely the amplified MAK models whose satisfaction relation:

  • may be expressed as the intersection of some non-empty family of satisfaction relations each of which is classically well-behaved; or

  • satisfies certain syntactic conditions.

This gives corollary characterizations of certain particular classes of KLM models, notably those that are (in their terminology) cumulative and more specifically those they call preferential.

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References

  • Kraus, S., Lehmann, D., and Magidor, M., 1990, “Nonmonotonic reasoning, preferential models and cumulative logics,” Artificial Intelligence 44(1), 167–207.

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  • Makinson, D., 1989, “General theory of cumulative inference,” Non-Monotonic Reasoning. In Reinfrank, de Kleer, Ginsberg, and Sandewall, eds., Lecture Notes in Artificial Intelligence 346, Springer-Verlag.

  • Shoham, Y., 1986, Reasoning about Change: Time and Causation from the Standpoint of Artificial Intelligence. PhD thesis, Yale University.

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Dix, J., Makinson, D. The relationship between KLM and MAK models for nonmonotonic inference operations. J Logic Lang Inf 1, 131–140 (1992). https://doi.org/10.1007/BF00171694

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  • DOI: https://doi.org/10.1007/BF00171694

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