Computational models of music perception and cognition I: the perceptual and cognitive processing chain

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  • dc.contributor.author Purwins, Hendrikca
  • dc.contributor.author Herrera Boyer, Perfecto, 1964-ca
  • dc.contributor.author Grachten, Maartenca
  • dc.contributor.author Hazan, Amauryca
  • dc.contributor.author Marxer Piñón, Ricardca
  • dc.contributor.author Serra, Xavierca
  • dc.date.accessioned 2018-03-29T08:30:17Z
  • dc.date.available 2018-03-29T08:30:17Z
  • dc.date.issued 2008
  • dc.description.abstract We present a review on perception and cognition models designed for or applicable to music. An emphasis is put on computational implementations. We include findings from different disciplines: neuroscience, psychology, cognitive science, artificial intelligence, and musicology. The article summarizes the methodology that these disciplines use to approach the phenomena of music understanding, the localization of musical processes in the brain, and the flow of cognitive operations involved in turning physical signals into musical symbols, going from the transducers to the memory systems of the brain. We discuss formal models developed to emulate, explain and predict phenomena involved in early auditory processing, pitch processing, grouping, source separation, and music structure computation. We cover generic computational architectures of attention, memory, and expectation that can be instantiated and tuned to deal with specific musical phenomena. Criteria for the evaluation of such models are presented and discussed. Thereby, we lay out the general framework that provides the basis for the discussion of domain-specific music models in Part II.
  • dc.description.sponsorship This work is funded by EU Open FET IST-FP6-013123 (EmCAP) and the Spanish TIC project ProSeMus (TIN2006-14932-C02-01). The first author also received support from a Juan de la Cierva scholarship from the Spanish Ministry of Education and Science. The third author is funded by the Austrian National Science Fund, FWF (project: P19349-N15).
  • dc.format.mimetype application/pdf
  • dc.identifier.citation Purwins H, Herrera P, Grachten M, Hazan A, Marxer R, Serra X. Computational models of music perception and cognition I: the perceptual and cognitive processing chain. Physics of Life Reviews. 2008;5(3): 151-68. DOI: 10.1016/j.plrev.2008.03.004
  • dc.identifier.doi http://dx.doi.org/10.1016/j.plrev.2008.03.004
  • dc.identifier.issn 1571-0645
  • dc.identifier.uri http://hdl.handle.net/10230/34277
  • dc.language.iso eng
  • dc.publisher Elsevierca
  • dc.relation.ispartof Physics of Life Reviews. 2008;5(3): 151-68.
  • dc.relation.projectID info:eu-repo/grantAgreement/EC/FP6/013123
  • dc.relation.projectID info:eu-repo/grantAgreement/ES/2PN/TIN2006-14932-C02-01
  • dc.rights © Elsevier http://dx.doi.org/10.1016/j.plrev.2008.03.004
  • dc.rights.accessRights info:eu-repo/semantics/openAccess
  • dc.subject.keyword Music cognition
  • dc.subject.keyword Auditory system
  • dc.subject.keyword Music perception
  • dc.subject.keyword Musical expectancy
  • dc.title Computational models of music perception and cognition I: the perceptual and cognitive processing chainca
  • dc.type info:eu-repo/semantics/article
  • dc.type.version info:eu-repo/semantics/submittedVersion