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Towards uncertainty reasoning in the Rules, Logic, and Proof layers of the Semantic Web, we present a novel approach to probabilistic description logic programs, which combine probabilistic logic programs, probabilistic default theories, and the description logics behind OWL Lite and OWL DL. The approach is based on new notions of entailment for reasoning with conditional constraints, which realize...
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