Probabilistic Query Answering in the Bayesian Description Logic BEL

Probabilistic Query Answering in the Bayesian Description Logic BEL
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贝叶斯描述逻辑 BEL 中的概率查询应答

DOI:
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发表时间:
2015
期刊:
Scalable Uncertainty Management
影响因子:
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通讯作者:
R. Peñaloza
R. Peñaloza
中科院分区:
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文献类型:
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作者:
I. Ceylan;R. Peñaloza

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\(\ Mathcal {Be {} l} \)是一个概率描述逻辑(DL),扩展了轻质重量DL \(\ Mathcal {e {e {} l} \),并在公理上具有共同的概率分布贝叶斯网络(BN)的帮助。在最近的工作中,已经证明\(\ Mathcal {Be {} l} \)中标准逻辑推理的复杂性与BN上执行概率推断相同。
\(\mathcal {BE{}L}\) is a probabilistic description logic (DL) that extends the light-weight DL \(\mathcal {E{}L}\) with a joint probability distribution over the axioms, expressed with the help of a Bayesian network (BN). In recent work it has been shown that the complexity of standard logical reasoning in \(\mathcal {BE{}L}\) is the same as performing probabilistic inferences over the BN.