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Complexity of Abduction in the EL Family of Lightweight Description Logics

机译:EL系列轻量级描述逻辑中的绑架复杂性

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The complexity of logic-based abduction has been extensively studied for the case in which the background knowledge is represented by a propositional theory, but very little is known about abduction with respect to description logic knowledge bases. The purpose of the current paper is to examine the complexity of logic-based abduction for the εL family of lightweight description logics. We consider several minimality criteria for explanations (set inclusion, cardinality, prioritization, and weight) and three decision problems: deciding whether an explanation exists, deciding whether a given hypothesis appears in some acceptable explanation, and deciding whether a given hypothesis belongs to every acceptable explanation. We determine the complexity of these tasks for general TBoxes and also for εL and εL~+ terminologies. We also provide results concerning the complexity of computing abductive explanations.
机译:基于逻辑的绑架的复杂性已经广泛地研究了所谓的理论,但对于描述逻辑知识库的绑架而言,已知很少。目前纸张的目的是检查轻量级描述逻辑的εl系列逻辑的绑架的复杂性。我们考虑有几个最小的解释标准(设定包含,基数,优先级和重量)和三个决定问题:决定是否存在解释,决定是否出现了一些可接受的解释,并决定给定的假设是否属于每一个可接受的假设解释。我们确定这些任务对一般Tboxes的复杂性,也可以用于εl和εl〜+术语。我们还提供了有关计算绑架解释的复杂性的结果。

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