On interlinking linked data sources by using ontology matching techniques and the map-reduce framework

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dc.contributor.authorTorre-Bastida, Ana I.
dc.contributor.authorVillar-Rodriguez, Esther
dc.contributor.authorDel Ser, Javier
dc.contributor.authorCamacho, David
dc.contributor.authorGonzalez-Rodriguez, Marta
dc.contributor.editorCorchado, Emilio
dc.contributor.editorQuintián, Héctor
dc.contributor.editorLozano, José A.
dc.contributor.editorYin, Hujun
dc.contributor.institutionHPA
dc.contributor.institutionQuantum
dc.contributor.institutionIA
dc.contributor.institutionSG
dc.date.accessioned2024-07-24T11:52:44Z
dc.date.available2024-07-24T11:52:44Z
dc.date.issued2014
dc.description.abstractInterlinking different data sources has become a crucial task due to the explosion of diverse, heterogeneous information repositories in the so-called Web of Data. In this paper an approach to extract relationships between entities existing in huge Linked Data sources is presented. Our approach hinges on the Map-Reduce processing framework and context-based ontology matching techniques so as to discover the maximum number of possible relationships between entities within different data sources in an computationally efficient fashion. To this end the processing flow is composed by three Map-Reduce jobs in charge for 1) the collection of linksets between datasets; 2) context generation; and 3) construction of entity pairs and similarity computation. In order to assess the performance of the proposed scheme an exemplifying prototype is implemented between DBpedia and LinkedMDB datasets. The obtained results are promising and pave the way towards benchmarking the proposed interlinking procedure with other ontology matching systems.en
dc.description.statusPeer reviewed
dc.format.extent8
dc.identifier.citationTorre-Bastida , A I , Villar-Rodriguez , E , Del Ser , J , Camacho , D & Gonzalez-Rodriguez , M 2014 , On interlinking linked data sources by using ontology matching techniques and the map-reduce framework . in E Corchado , H Quintián , J A Lozano & H Yin (eds) , Intelligent Data Engineering and Automated Learning, IDEAL 2014 - 15th International Conference, Proceedings . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) , vol. 8669 LNCS , Springer Verlag , pp. 53-60 , 15th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2014 , Salamanca , Spain , 10/09/14 . https://doi.org/10.1007/978-3-319-10840-7_7
dc.identifier.citationconference
dc.identifier.doi10.1007/978-3-319-10840-7_7
dc.identifier.isbn9783319108391
dc.identifier.isbn9783319108391
dc.identifier.issn0302-9743
dc.identifier.urihttps://hdl.handle.net/11556/2222
dc.identifier.urlhttp://www.scopus.com/inward/record.url?scp=84958546493&partnerID=8YFLogxK
dc.language.isoeng
dc.publisherSpringer Verlag
dc.relation.ispartofIntelligent Data Engineering and Automated Learning, IDEAL 2014 - 15th International Conference, Proceedings
dc.relation.ispartofseriesLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.rightsinfo:eu-repo/semantics/restrictedAccess
dc.subject.keywordsdata interlinking
dc.subject.keywordsLinked Data Sources
dc.subject.keywordsontology matching
dc.subject.keywordsSemantic Web
dc.subject.keywordsWeb of Data
dc.subject.keywordsTheoretical Computer Science
dc.subject.keywordsGeneral Computer Science
dc.titleOn interlinking linked data sources by using ontology matching techniques and the map-reduce frameworken
dc.typeconference output
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