Natural language processing for music knowledge discovery

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• dc.contributor.author Oramas, Sergioca
• dc.contributor.author Espinosa-Anke, Luisca
• dc.contributor.author Gómez, Franciscoca
• dc.contributor.author Serra, Xavierca
• dc.date.accessioned 2018-07-10T08:23:00Z
• dc.date.issued 2018
• dc.description.abstract Today, a massive amount of musical knowledge is stored in written form, with testimonies dated as far back as several centuries ago. In this work, we present different Natural Language Processing (NLP) approaches to harness the potential of these text collections for automatic music knowledge discovery, covering different phases in a prototypical NLP pipeline, namely corpus compilation, text-mining, information extraction, knowledge graph generation, and sentiment analysis. Each of these approaches is presented alongside different use cases (i.e. flamenco, Renaissance and popular music) where large collections of documents are processed, and conclusions stemming from data-driven analyses are presented and discussed.en
• dc.description.sponsorship This work was partially funded by the Spanish Ministry of Economy and Competitiveness under the Maria de Maeztu Units of Excellence Programme (MDM-2015-0502) and by the COFLA2 research project (Proyectos de Excelencia de la Junta de Andalucía, FEDER P12-TIC-1362).
• dc.format.mimetype application/pdf
• dc.identifier.citation Oramas S, Espinosa-Anke L, Gómez F, Serra X. Natural language processing for music knowledge discovery. J New Music Res. 2018;47(4):365-82. DOI: 10.1080/09298215.2018.1488878
• dc.identifier.doi http://dx.doi.org/10.1080/09298215.2018.1488878
• dc.identifier.issn 0929-8215
• dc.identifier.uri http://hdl.handle.net/10230/35119
• dc.language.iso eng
• dc.publisher Taylor & Francis (Routledge)ca
• dc.relation.ispartof Journal of New Music Research. 2018;47(4):365-82
• dc.rights © Taylor & Francis. This is an electronic version of an article published in "Oramas S, Espinosa-Anke L, Gómez F, Serra X. Natural language processing for music knowledge discovery. J New Music Res. 2018;47(4):365-82. Journal of New Music Research is available online at: https://www.tandfonline.com/doi/full/10.1080/09298215.2018.1488878.
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.subject.keyword Musicologyen
• dc.subject.keyword Natural language processingen
• dc.subject.keyword Information extractionen
• dc.subject.keyword Entity linkingen
• dc.subject.keyword Sentiment analysisen
• dc.title Natural language processing for music knowledge discoveryca
• dc.type info:eu-repo/semantics/article
• dc.type.version info:eu-repo/semantics/acceptedVersion