Melodic pattern extraction in large collections of music recordings using time series mining techniques

Mostra el registre complet Registre parcial de l'ítem

• dc.contributor.author Gulati, Sankalpca
• dc.contributor.author Serrà Julià, Joanca
• dc.contributor.author Ishwar, Vigneshca
• dc.contributor.author Serra, Xavierca
• dc.date.accessioned 2018-07-27T10:44:01Z
• dc.date.available 2018-07-27T10:44:01Z
• dc.date.issued 2014
• dc.description Comunicació presentada a la 15th International Society for Music Information Retrieval Conference (ISMIR 2014), celebrada els dies 27 a 31 d'octubre de 2014 a Taipei, Taiwan.
• dc.description.abstract We demonstrate a data-driven unsupervised approach for the discovery of melodic patterns in large collections of Indian art music recordings. The approach first works on single recordings and subsequently searches in the entire music collection. Melodic similarity is based on dynamic time warping. The task being computationally intensive, lower bounding and early abandoning techniques are applied during distance computation. Our dataset comprises 365 hours of music, containing 1,764 audio recordings representing the melodic diversity of Carnatic music. A preliminary evaluation based on expert feedback on a subset of the music collection shows encouraging results. In particular, several musically interesting relationships are discovered, yielding further scope for establishing novel similarity measures based on melodic patterns.
• dc.format.mimetype application/pdf
• dc.identifier.citation Gulati S, Serrà J, Ishwar V, Serra X. Melodic pattern extraction in large collections of music recordings using time series mining techniques. Paper presented at: 15th Conference of the International Society for Music Information Retrieval (ISMIR 2014); 2014 Oct 27-31; Taipei, Taiwan.
• dc.identifier.uri http://hdl.handle.net/10230/35318
• dc.language.iso eng
• dc.publisher International Society for Music Information Retrieval (ISMIR)ca
• dc.rights © Sankalp Gulati, Joan Serrà, Vignesh Ishwar, Xavier Serra. Licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0). Attribution: Sankalp Gulati, Joan Serrà, Vignesh Ishwar, Xavier Serra. “Melodic Pattern Extraction in Large Collections of Music Recordings Using Time Series Mining Techniques”, 15th International Society for Music Information Retrieval Conference, 2014.
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri https://creativecommons.org/licenses/by/4.0/
• dc.subject.keyword Carnatic music
• dc.subject.keyword Indian art music
• dc.subject.keyword Melodic analysis
• dc.subject.keyword Melodic patterns
• dc.subject.keyword Motifs
• dc.title Melodic pattern extraction in large collections of music recordings using time series mining techniquesca
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion