Simplifying Description Logic Ontologies

Simplifying Description Logic Ontologies
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简化描述逻辑本体

DOI:
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发表时间:
2013
期刊:
International Workshop on the Semantic Web
影响因子:
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通讯作者:
S. Schewe
S. Schewe
中科院分区:
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文献类型:
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作者:
Nadeschda Nikitina;S. Schewe

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我们讨论了用轻量级描述逻辑$mathcal{EL}$表达的tbox的最小化问题,它构成了一些大型本体如SNOMED、Gene Ontology、NCI和Galen的基础。我们证明了tbox的最小化是难以处理的(np完全)。虽然这看起来像是一个坏消息,但我们还提供了一种最小化tbox的启发式技术。我们证明了启发式的正确性,并表明它为一类本体提供了最优结果,这些本体是通过等价类之间的引用关系上的非循环约束来定义的。为了确定我们的方法的可行性,我们已经实现了该算法并在一小组基准测试中评估了其有效性。
We discuss the problem of minimizing TBoxes expressed in the lightweight description logic $mathcal{EL}$ , which forms a basis of some large ontologies like SNOMED, Gene Ontology, NCI and Galen. We show that the minimization of TBoxes is intractable (NP-complete). While this looks like a bad news result, we also provide a heuristic technique for minimizing TBoxes. We prove the correctness of the heuristics and show that it provides optimal results for a class of ontologies, which we define through an acyclicity constraint over a reference relation between equivalence classes of concepts. To establish the feasibility of our approach, we have implemented the algorithm and evaluated its effectiveness on a small suite of benchmarks.