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Improving Interoperability Using Query Interpretation in Semantic Vector Spaces

机译:使用语义向量空间中的查询解释提高互操作性

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摘要

In semantic web applications where query initiators and information providers do not necessarily share the same ontology, semantic interoperability generally relies on ontology matching or schema mappings. Information exchange is then not only enabled by the established correspondences (the "shared" parts of the ontologies) but, in some sense, limited to them. Then, how the "unshared" parts can also contribute to and improve information exchange ? In this paper, we address this question by considering a system where documents and queries are represented by semantic vectors. We propose a specific query expansion step at the query initiator's side and a query interpretation step at the document provider's. Through these steps, unshared concepts contribute to evaluate the relevance of documents wrt. a given query. Our experiments show an important improvement of retrieval relevance when concepts of documents and queries are not shared. Even if the concepts of the initial query are not shared by the document provider, our method still ensures 90% of the precision and recall obtained when the concepts are shared.
机译:在查询发起者和信息提供者不一定共享同一本体的语义Web应用程序中,语义互操作性通常依赖于本体匹配或模式映射。然后,不仅通过已建立的对应关系(本体的“共享”部分)启用信息交换,而且在某种意义上,信息交换仅限于它们。那么,“非共享”部分又如何有助于和改善信息交换呢?在本文中,我们通过考虑一个用语义向量表示文档和查询的系统来解决这个问题。我们在查询发起方提出了一个特定的查询扩展步骤,在文档提供者提出了一个查询解释步骤。通过这些步骤,未共享的概念有助于评估文档的相关性。给定的查询。我们的实验表明,在文档和查询的概念不共享时,检索相关性得到了重要改善。即使初始查询的概念未由文档提供者共享,我们的方法仍可确保共享这些概念时获得90%的精度和召回率。

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