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Inference in Probabilistic Logic Programs using Weighted CNF's

UAI, (2012): 211-220

Cited: 92|Views50
EI

Abstract

Probabilistic logic programs are logic programs in which some of the facts are annotated with probabilities. Several classical probabilistic inference tasks (such as MAP and computing marginals) have not yet received a lot of attention for this formalism. The contribution of this paper is that we develop efficient inference algorithms f...More

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