A framework for evaluating ontology meta-matching approaches

Ferranti Nicolas; Mouro Jose Ronaldo; Mendonca Fabricio Martins; de Souza Jairo Francisco; Rosario Furtado Soares Stenio Sa

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A framework for evaluating ontology meta-matching approaches

机译：评估本体元匹配方法的框架

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摘要

Ontology matching has become a key issue to solve problems of semantic heterogeneity. Several researchers propose diverse techniques that can be used in distinct scenarios. Ontology meta-matching approaches are a specialization of ontology matching and have achieved good results in pairs of ontologies with different types of heterogeneities. However, developing a new ontology meta-matcher can be a costly process and a lot of experiments are often carried out to analyze the behavior of the matcher. This article presents a modularized framework that covers the main stages of the ontology meta-matching evaluation process. This framework aims to aid researchers to develop and analyze algorithms for ontology meta-matching, mainly metaheuristic-based supervised and unsupervised approaches. As the main contribution of the research, the framework proposed will facilitate the evaluation of ontology meta-matching approaches and, as the secondary contribution, a data provenance model that captures the main information generated and consumed throughout experiments is presented in the framework.

机译：本体匹配已成为解决语义异质性问题的关键问题。几位研究人员提出了可用于不同情景的多样化技术。本体元匹配方法是本体匹配的专业化，并以不同类型的异质性成对的本体在本体中取得了良好的结果。然而，开发新的本体匹配者可以是昂贵的过程，并且经常进行大量实验以分析匹配者的行为。本文介绍了模块化框架，涵盖了本体匹配评估过程的主要阶段。该框架旨在帮助研究人员开发和分析本体荟萃匹配的算法，主要是基于殖民主义的监督和无监督的方法。作为研究的主要贡献，建议的框架将促进本体匹配方法的评估，以及捕获在整个实验中产生和消耗的主要信息的数据出处模型。

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来源
《Journal of Intelligent Information Systems》 |2021年第2期|207-231|共25页
作者
Ferranti Nicolas; Mouro Jose Ronaldo; Mendonca Fabricio Martins; de Souza Jairo Francisco; Rosario Furtado Soares Stenio Sa;
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作者单位

LApIC Res Grp Dept Comp Sci Campus Univ BR-36060900 Juiz De Fora Brazil|Fed Univ Juiz de Fora UFJF Juiz De Fora Brazil;

LApIC Res Grp Dept Comp Sci Campus Univ BR-36060900 Juiz De Fora Brazil|Fed Univ Juiz de Fora UFJF Juiz De Fora Brazil;

LApIC Res Grp Dept Comp Sci Campus Univ BR-36060900 Juiz De Fora Brazil|Fed Univ Juiz de Fora UFJF Juiz De Fora Brazil;

LApIC Res Grp Dept Comp Sci Campus Univ BR-36060900 Juiz De Fora Brazil|Fed Univ Juiz de Fora UFJF Juiz De Fora Brazil;

Fed Univ Juiz de Fora UFJF Juiz De Fora Brazil;

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正文语种 eng
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关键词
Ontology matching; Evolutionary ontology matching; Ontology meta-matching; Metaheuristics; Data provenance;

机译：本体匹配;进化本体匹配;本体荟萃匹配;弥撒;数据出处;

A framework for evaluating ontology meta-matching approaches

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