Automatic performer identification in celtic violin audio recordings

Mostra el registre complet Registre parcial de l'ítem

• dc.contributor.author Ramírez, Rafael,1966-ca
• dc.contributor.author Maestre Gómez, Estebanca
• dc.contributor.author Pérez Carrillo, Alfonso Antonio, 1977-ca
• dc.contributor.author Serra, Xavierca
• dc.date.accessioned 2018-06-01T08:55:36Z
• dc.date.available 2018-06-01T08:55:36Z
• dc.date.issued 2011
• dc.description.abstract We present a machine learning approach to the problem of identifying performers from their interpretative styles. In particular, we investigate how violinists express their view of the musical content in audio recordings and feed this information to a number of machine learning techniques in order to induce classifiers capable of identifying the interpreters. We apply sound analysis techniques based on spectral models for extracting expressive features such as pitch, timing, and amplitude representing both note characteristics and the musical context in which they appear. Our results indicate that the features extracted contain sufficient information to distinguish the considered performers, and the explored machine learning methods are capable of learning the expressive patterns that characterize each of the interpreters.
• dc.description.sponsorship This work was supported by the Spanish Ministry of Science and Innovation under grant TIN2009-14247- C02-01 DRIMS Project.
• dc.format.mimetype application/pdf
• dc.identifier.citation Ramirez R, Maestre E, Perez A, Serra X. Automatic performer identification in celtic violin audio recordings. J New Music Res. 2011;40(2):165-74. DOI: 10.1080/09298215.2011.572171
• dc.identifier.doi http://dx.doi.org/10.1080/09298215.2011.572171
• dc.identifier.issn 0929-8215
• dc.identifier.uri http://hdl.handle.net/10230/34779
• dc.language.iso eng
• dc.publisher Taylor & Francis (Routledge)ca
• dc.relation.ispartof Journal of New Music Research. 2011;40(2):165-74
• dc.relation.projectID info:eu-repo/grantAgreement/ES/3PN/TIN2009-142
• dc.rights © Taylor & Francis. This is an electronic version of an article published in Ramirez R, Maestre E, Perez A, Serra X. Automatic performer identification in celtic violin audio recordings. J New Music Res. 2011;40(2):165-74. Journal of New Music Research is available online at: https://www.tandfonline.com/doi/abs/10.1080/09298215.2011.572171
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.title Automatic performer identification in celtic violin audio recordingsca
• dc.type info:eu-repo/semantics/article
• dc.type.version info:eu-repo/semantics/acceptedVersion