A semantic hybrid approach for sound recommendation
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- dc.contributor.author Ostuni, Vito Claudio
- dc.contributor.author Di Noia, Tommaso
- dc.contributor.author Di Sciascio, Eugenio
- dc.contributor.author Oramas, Sergio
- dc.contributor.author Serra, Xavier
- dc.date.accessioned 2020-09-04T07:04:23Z
- dc.date.available 2020-09-04T07:04:23Z
- dc.date.issued 2015
- dc.description Comunicació presentada a: WWW '15 the 24th International Conference on World Wide Web, celebrat del 18 al 22 de maig de 2015 a Florència, Itàlia.ca
- dc.description.abstract In this work we describe a hybrid recommendation approach for recommending sounds to users by exploiting and semantically enriching textual information such as tags and sounds descriptions. As a case study we used Freesound, a popular site for sharing sound samples which counts more than 4 million registered users. Tags and textual sound descriptions are exploited to extract and link entities to external ontologies such as WordNet and DBpedia. The enriched data are eventually merged with a domain specific tagging ontology to form a knowledge graph. Based on this latter, recommendations are then computed using a semantic version of the feature combination hybrid approach. An evaluation on historical data shows improvements with respect to state of the art collaborative algorithms.en
- dc.format.mimetype application/pdf
- dc.identifier.citation Ostuni VC, Di Noia T, Di Sciascio E, Oramas S, Serra X. A semantic hybrid approach for sound recommendation. In: WWW '15 Companion: Proceedings of the 24th International Conference on World Wide Web; 2015 May 18-22; Florence, Italy. New York: ACM; 2015. p. 85–6. DOI: 10.1145/2740908.2742775
- dc.identifier.doi http://dx.doi.org/10.1145/2740908.2742775
- dc.identifier.isbn 978-1-4503-3473-0
- dc.identifier.uri http://hdl.handle.net/10230/45255
- dc.language.iso eng
- dc.publisher ACM Association for Computer Machinery
- dc.relation.ispartof WWW '15 Companion: Proceedings of the 24th International Conference on World Wide Web; 2015 May 18-22; Florence, Italy. New York: ACM; 2015. p. 85–6.
- dc.relation.projectID info:eu-repo/grantAgreement/EC/FP7/267583
- dc.rights © 2015 Association for Computing Machinery
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.subject.keyword Hybrid recommender systemen
- dc.subject.keyword Ontologiesen
- dc.subject.keyword Tagging systemsen
- dc.subject.keyword Entity linkingen
- dc.subject.keyword Musicen
- dc.subject.keyword Aggregate diversityen
- dc.subject.keyword Noveltyen
- dc.title A semantic hybrid approach for sound recommendation
- dc.type info:eu-repo/semantics/conferenceObject
- dc.type.version info:eu-repo/semantics/acceptedVersion