Phrase-level modeling of expression in violin performances
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- dc.contributor.author Ortega, Fabio J. M.
- dc.contributor.author Giraldo, Sergio
- dc.contributor.author Ramírez, Rafael,1966-
- dc.date.accessioned 2019-04-25T08:54:48Z
- dc.date.available 2019-04-25T08:54:48Z
- dc.date.issued 2017
- dc.description Comunicació presentada a: 10th International Workshop on Machine Learning and Music (MML), celebrat a Barcelona (Espanya), el 6 d'octubre de 2017.
- dc.description.abstract A model is proposed for predicting expressive variations in dynamics for violin performances with the purpose of facilitating expressive performance learning by students. The model uses phrases rather than single notes as units of analysis in a lazy learning approach: each phrase in a new score is matched to phrases from expressive performances by experts, adapting the experts’ transformations to render an expressive performance of the new score. In preliminary tests, the model approximates the dynamics of actual performances better than an unexpressive baseline model whenever the reference dataset contains melodies similar to those being predicted.
- dc.description.sponsorship This work has been partly sponsored by the Spanish TIN project TIMUL (TIN 2013-48152-C2-2-R), the European Union Horizon 2020 research and innovation programme under grant agreement No. 688269 (TELMI project), and the Spanish Ministry of Economy and Competitiveness under the Maria de Maeztu Units of Excellence Programme (MDM-2015-0502).
- dc.format.mimetype application/pdf
- dc.identifier.citation Ortega FMJ, Giraldo SI, Ramírez R. Phrase-level modeling of expression in violin performances. In: Proceedings of the 10th International Workshop on Machine Learning and Music (MML 2017); 2017 Oct 6; Barcelona, Spain. Barcelona: MML; 2017. p. 49–54.
- dc.identifier.uri http://hdl.handle.net/10230/37130
- dc.language.iso eng
- dc.publisher Machine Learning and Music (MML)
- dc.relation.projectID info:eu-repo/grantAgreement/ES/1PE/TIN2013-48152-C2-2-R
- dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/688269
- dc.rights © The Authors. Licensed under a Creative Commons License Attribution-ShareAlike 3.0 Spain (CC BY-SA 3.0 ES)
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.rights.uri https://creativecommons.org/licenses/by-sa/3.0/es/
- dc.subject.keyword Expressive music performance
- dc.subject.keyword Machine learning
- dc.subject.keyword Music information retrieval
- dc.title Phrase-level modeling of expression in violin performances
- dc.type info:eu-repo/semantics/conferenceObject
- dc.type.version info:eu-repo/semantics/publishedVersion