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A multi-attribute based framework for ontology aligning

机译:基于多属性的本体对齐框架

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摘要

This paper is a comprehensive description of our proposal of ontology alignment framework and novel evaluation procedure. The main contribution is providing precise definitions of ontologies on every level of their granularity. On top of such foundations we have built a set of consistent algorithms that allow designating clear matches between two ontologies. The difference between our solution and former approaches to this task is in accepting concepts' attributes and their varying semantics as the grounding level of every workflow that has been defined. Based on the conducted experiment, we can claim that such an approach is useful and reliable. Due to the fact that created framework is the complete redefinition of the problem, we could not incorporate widely used experimental procedure developed by Ontology Alignment Evaluation Initiative. This is the reason why we have created a novel approach to alignment evaluation based on statistical SignTest that can be conveniently used to emphasise differences in quality of designated mappings.
机译:本文是对我们提出的本体比对框架和新颖的评估程序的全面描述。主要贡献在于在每个粒度级别上提供精确的本体定义。在这样的基础之上,我们建立了一套一致的算法,可以指定两种本体之间的明确匹配。我们的解决方案与以前的方法之间的区别在于,将概念的属性及其不同的语义作为已定义的每个工作流的基础。根据进行的实验,我们可以断言这种方法是有用且可靠的。由于创建的框架是对问题的完整重新定义,因此,我们无法纳入由本体比对评估计划开发的广泛使用的实验程序。这就是为什么我们基于统计SignTest创建了一种新颖的比对评估方法的原因,该方法可以方便地用于强调指定映射的质量差异。

著录项

  • 来源
    《Neurocomputing》 |2014年第25期|276-290|共15页
  • 作者单位

    Division of Knowledge and System Engineering for ICT, Ton Duc Thang University, Ho Chi Minh city, Vietnam;

    Division of Knowledge and System Engineering for ICT, Ton Duc Thang University, Ho Chi Minh city, Vietnam,Institute of Informatics, Wroclaw University of Technology, Wroclaw, Poland;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Ontology alignment; Ontology mapping; Knowledge management;

    机译:本体对齐;本体映射;知识管理;

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