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Computing semantic relatedness using DBPedia

dc.contributor.authorLeal, José Paulo
dc.contributor.authorRodrigues, Vânia
dc.contributor.authorQueirós, Ricardo
dc.date.accessioned2014-10-24T11:50:16Z
dc.date.available2014-10-24T11:50:16Z
dc.date.issued2012
dc.description.abstractExtracting the semantic relatedness of terms is an important topic in several areas, including data mining, information retrieval and web recommendation. This paper presents an approach for computing the semantic relatedness of terms using the knowledge base of DBpedia — a community effort to extract structured information from Wikipedia. Several approaches to extract semantic relatedness from Wikipedia using bag-of-words vector models are already available in the literature. The research presented in this paper explores a novel approach using paths on an ontological graph extracted from DBpedia. It is based on an algorithm for finding and weighting a collection of paths connecting concept nodes. This algorithm was implemented on a tool called Shakti that extract relevant ontological data for a given domain from DBpedia using its SPARQL endpoint. To validate the proposed approach Shakti was used to recommend web pages on a Portuguese social site related to alternative music and the results of that experiment are reported in this paper.por
dc.description.sponsorshipThis work is in part funded by the ERDF/COMPETE Programme and by FCT within project FCOMP-01-0124-FEDER-022701.
dc.identifier.doi10.4230/OASIcs.SLATE.2012.i
dc.identifier.isbn978-3-939897-40-8
dc.identifier.issn2190-6807
dc.identifier.urihttp://hdl.handle.net/10400.22/5117
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherSchloss Dagstuhlpor
dc.relationFCOMP-01-0124-FEDER-022701
dc.relation.publisherversionhttp://drops.dagstuhl.de/opus/volltexte/2012/3519/por
dc.subjectSemantic similaritypor
dc.subjectProcessing wikipedia datapor
dc.subjectOntology generationpor
dc.subjectWeb recommendationpor
dc.titleComputing semantic relatedness using DBPediapor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceBraga, Portugalpor
oaire.citation.endPage147por
oaire.citation.startPage133por
oaire.citation.titleSymposium on Languages, Applications and Technologies, 1stpor
person.familyNameQueirós
person.givenNameRicardo
person.identifierR-000-MDC
person.identifier.ciencia-id711A-CAB3-7A23
person.identifier.orcid0000-0002-1985-6285
person.identifier.scopus-author-id26633220900
rcaap.rightsopenAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublicationd8531e25-82f0-4a16-8e56-a38070fa64cd
relation.isAuthorOfPublication.latestForDiscoveryd8531e25-82f0-4a16-8e56-a38070fa64cd

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