The Computational Complexity of Probabilistic Planning

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The Computational Complexity of Probabilistic Planning

We examine the computational complexity of testing and nding small plans in probabilistic planning domains with both at and propositional representations. The complexity of plan evaluation and existence varies with the plan type sought; we examine totally ordered plans, acyclic plans, and looping plans, and partially ordered plans under three natural de nitions of plan value. We show that probl...

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15 صفحه اول

The Computational Complexity of Probabilistic

We examine the computational complexity of testing and nding small plans in proba-bilistic planning domains with both at and propositional representations. The complexity of plan evaluation and existence varies with the plan type sought; we examine totally ordered plans, acyclic plans, and looping plans, and partially ordered plans under three natural deenitions of plan value. We show that prob...

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Computational Complexity of Probabilistic Disambiguation

Recent models of natural language processing employ statistical reasoning for dealing with the ambiguity of formal grammars. In this approach, statistics, concerning the various linguistic phenomena of interest, are gathered from actual linguistic data and used to estimate the probabilities of the various entities that are generated by a given grammar, e.g., derivations, parse-trees and sentenc...

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ژورنال

عنوان ژورنال: Journal of Artificial Intelligence Research

سال: 1998

ISSN: 1076-9757

DOI: 10.1613/jair.505