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Credal Networks under Maximum Entropy

Abstract:

In this paper, we focus on the combination of probabilistic logic programming with the principle of maximum entropy. We start by defining probabilistic queries to probabilistic logic programs and their answer substitutions under maximum entropy. We then present an efficient linear programming characterization for the problem of deciding whether a probabilistic logic program is satisfiable. Finally, and as a central contribution of this paper, we introduce an efficient technique for approxi...

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Publisher:
Morgan Kaufmann
Host title:
Proceedings of the 16th Conference in Uncertainty in Artificial Intelligence‚ UAI 2000‚ Stanford‚ California‚ USA‚ June 30 − July 3‚ 2000
Publication date:
2000-01-01
ISBN:
1558607099
UUID:
uuid:0a892a13-b60a-4e9a-ba47-a65ba2b89ac1
Local pid:
cs:6741
Deposit date:
2015-03-31

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