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A Platform for Visualizing and Experimenting with Measures of Semantic Similarity in Ontologies and Concept Maps

机译:可视化和实验本体和概念图中语义相似性度量的平台

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摘要

This article describes research in the ongoing search for better semantic similarity tools: such methods are important when attempting to reconcile or integrate knowledge, or knowledge-related resources such as ontologies and database schemas. We describe an extensible, open platform for experimenting with different measures of similarity for ontologies and concept maps. The platform is based around three different types of similarity, that we ground in cognitive principles and provide a taxonomy and structure by which new similarity methods can be integrated and used. The platform supports a variety of specific similarity methods, to which researchers can add others of their own. It also provides flexible ways to combine the results from multiple methods, and some graphic tools for visualizing and communicating multi-part similarity scores. Details of the system, which forms part of the ConceptVista open codebase, are described, along with associated details of the interfaces by which users can add new methods, choose which methods are used and select how multiple similarity scores are aggregated. We offer this as a community resource, since many similarity methods have been proposed but there is still much confusion about which one(s) might work well for different geographical problems; hence a test environment that all can access and extend would seem to be of practical use. We also provide some examples of the platform in use.
机译:本文介绍了为寻求更好的语义相似性工具而进行的持续研究:这些方法在尝试调和或集成知识或与知识相关的资源(例如本体和数据库模式)时非常重要。我们描述了一个可扩展的开放平台,用于对本体和概念图的相似性的不同度量进行实验。该平台基于三种不同类型的相似性,我们以认知原理为基础,并提供了分类法和结构,通过这些分类法和结构可以集成和使用新的相似性方法。该平台支持多种特定的相似性方法,研究人员可以在其中添加其他自己的方法。它还提供了灵活的方法来组合多种方法的结果,以及一些用于可视化和传达多部分相似性评分的图形工具。描述了构成ConceptVista开放代码库一部分的系统详细信息,以及接口的相关详细信息,用户可以通过这些接口添加新方法,选择使用哪些方法以及选择如何汇总多个相似性评分。由于已提出了许多相似性方法,但我们将其作为社区资源来提供,但是对于哪个(一个或多个)对于不同的地理问题可能效果很好,仍然存在很多困惑;因此,所有人都可以访问和扩展的测试环境似乎具有实际用途。我们还提供了一些正在使用的平台的示例。

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