The Bayesian Description Logic ${\mathcal{BEL}}$

作者: İsmail İlkan Ceylan , Rafael Peñaloza

DOI: 10.1007/978-3-319-08587-6_37

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摘要: We introduce the probabilistic Description Logic \({\mathcal{BEL}}\). In \({\mathcal{BEL}}\), axioms are required to hold only in an associated context. The component of logic is given by a Bayesian network that describes joint probability distribution contexts. study main reasoning problems this logic; particular, we (i) prove deciding positive and almost-sure entailments not harder for \({\mathcal{BEL}}\) than BN, (ii) show how compute probability, most likely context consequence.

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