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Abductive logics in a belief revision framework
Authors:Bernard Walliser, Denis Zwirn  Hervé   Zwirn
Affiliation:(1) CERAS, Ecole Nationale des Ponts et Chaussées and Ecole des Hautes Etudes en Sciences Sociales, Paris, France;(2) CREA, Ecole Polytechnique, Paris, France;(3) CMLA, Ecole Normale Supérieure de Cachan and Institut d"rsquo"Histoire et de Philosophie des Sciences et des Techniques, CNRS, France
Abstract:Abduction was first introduced in the epistemological context of scientific discovery. It was more recently analyzed in artificial intelligence, especially with respect to diagnosis analysis or ordinary reasoning. These two fields share a common view of abduction as a general process of hypotheses formation. More precisely, abduction is conceived as a kind of reverse explanation where a hypothesis H can be abduced from events E if H is a ldquogood explanationrdquo of E. The paper surveys four known schemes for abduction that can be used in both fields. Its first contribution is a taxonomy of these schemes according to a common semantic framework based on belief revision. Its second contribution is to produce, for each non-trivial scheme, a representation theorem linking its semantic framework to a set of postulates. Its third contribution is to present semantic and axiomatic arguments in favor of one of these schemes, ldquoordered abduction,rdquo which has never been vindicated in the literature.
Keywords:Abduction  belief revision  explanation  non-monotonic reasoning
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