The Enslaved Dataset: A Real-world Complex Ontology Alignment Benchmark using Wikibase
The Enslaved Dataset: A Real-world Complex Ontology Alignment Benchmark using Wikibase
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Enslaved 数据集：使用 Wikibase 的现实世界复杂本体对齐基准
DOI：
10.1145/3340531.3412768
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发表时间：
2020
期刊：
影响因子：
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通讯作者：
Dean Rehberger
中科院分区：
文献类型：
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作者：
Lu Zhou;C. Shimizu;P. Hitzler;Alicia M. Sheill;Seila Gonzalez Estrecha;Catherine Foley;D. Tarr;Dean Rehberger
本体对齐在帮助异质资源互操作方面起到了至关重要的作用。它已经研究了十多年，在此期间，研究人员开发了许多比对系统和方法，以在两个本体之间找到简单的1：1等价匹配。然而，很少有比对系统专注于寻找复杂的对应关系。即使开发了复杂的比对系统，发现复杂关系的性能仍有很大的提升空间。造成这种限制的一个原因可能是，仍然很少有适用的比对基准包含如此复杂的关系，可以提高研究人员的兴趣。在这篇文章中，我们提出了一个来自奴役项目的真实世界数据集，作为潜在的复杂比对基准。基准测试由两个资源组成，一个是受奴役的Ontology，另一个是保存受奴役项目的大量实例数据的Wikibase存储库，以及手动创建的它们之间的引用比对。这一调整是在与数字人文领域的专家协商后制定的。对齐不仅包括简单的1：1等价对应，还包括更复杂的m：n等价和包含对应，并且以表达和说明性本体对齐语言(EDOAL)格式和规则语法提供。受制基准已被纳入本体比对评估倡议(OAEI)2020，并完全免费供公众使用，以帮助研究人员开发和评估其复杂的比对算法。
Ontology alignment has taken a critical place for helping heterogeneous resources to interoperate. It has been studied for over a decade, and over that time many alignment systems and methods have been developed by researchers to find simple 1:1 equivalence matches between two ontologies. However, very few alignment systems focus on finding complex correspondences. Even if the complex alignment systems are developed, the performance of finding complex relations still has a lot of room for improvement. One reason for this limitation may be that there are still few applicable alignment benchmarks that contain such complex relationships that can raise researchers' interests. In this paper, we propose a real-world dataset from the Enslaved project as a potential complex alignment benchmark. The benchmark consists of two resources, the Enslaved Ontology along with a Wikibase repository holding a large number of instance data from the Enslaved project, as well as a manually created reference alignment between them. The alignment was developed in consultation with domain experts in the digital humanities. The alignment not only includes simple 1:1 equivalence correspondences, but also more complex m:n equivalence and subsumption correspondences and are provided in both Expressive and Declarative Ontology Alignment Language (EDOAL) format and rule syntax. The Enslaved benchmark has been incorporated into the Ontology Alignment Evaluation Initiative (OAEI) 2020 and is completely free for public use to assist the researchers in developing and evaluating their complex alignment algorithms.
DOI：
10.1007/s10817-014-9305-1
发表时间：
2014-10-01
期刊：
JOURNAL OF AUTOMATED REASONING
影响因子：
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作者：
Glimm, Birte;Horrocks, Ian;Wang, Zhe
通讯作者：
Wang, Zhe