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» Probabilistic Assumption-Based Reasoning
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UAI
2000
15 years 2 months ago
Probabilistic Arc Consistency: A Connection between Constraint Reasoning and Probabilistic Reasoning
We document a connection between constraint reasoning and probabilistic reasoning. We present an algorithm, called probabilistic arc consistency, which is both a generalization of...
Michael C. Horsch, William S. Havens
134
Voted
DLOG
2009
14 years 11 months ago
On Correspondences between Probabilistic First-Order and Description Logics
Abstract This paper analyzes the probabilistic description logic PSHIQ by looking at it as a fragment of probabilistic first-order logic with semantics based on possible worlds. We...
Pavel Klinov, Bijan Parsia, Ulrike Sattler
132
Voted
AAAI
2012
13 years 3 months ago
A Tractable First-Order Probabilistic Logic
Tractable subsets of first-order logic are a central topic in AI research. Several of these formalisms have been used as the basis for first-order probabilistic languages. Howev...
Pedro Domingos, William Austin Webb
122
Voted
ICTIR
2009
Springer
14 years 11 months ago
Prior Information and the Determination of Event Spaces in Probabilistic Information Retrieval Models
Abstract. A mismatch between differenteventspaceshasbeen used toargue against rank equivalence of classic probabilistic models of information retrieval and language models. We ques...
Corrado Boscarino, Arjen P. de Vries
79
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ECSQARU
2001
Springer
15 years 5 months ago
Probabilistic Logic under Coherence, Model-Theoretic Probabilistic Logic, and Default Reasoning
Veronica Biazzo, Angelo Gilio, Thomas Lukasiewicz,...