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Machine Learning Re...
Machine Learning Research that Matters for Music Creation : A Case Study
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- Sturm, Bob, 1975- (author)
- KTH,Tal, musik och hörsel, TMH
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- Ben-Tal, Oded (author)
- Kingston University, UK
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- Monaghan, Úna (author)
- Cambridge University, UK
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- Collins, Nick (author)
- Durham University, UK
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- Herremans, Dorien (author)
- University of Technology and Design, Singapore
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- Chew, Elaine (author)
- Queen Mary University of London, UK
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- Hadjeres, Gäetan (author)
- Sony CSL, Paris
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- Deruty, Emmanuel (author)
- Sony CSL, Paris
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- Pachet, François (author)
- Spotify, Paris
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(creator_code:org_t)
- 2018-09-03
- 2019
- English.
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In: Journal of New Music Research. - : Taylor & Francis. - 0929-8215 .- 1744-5027. ; 48:1, s. 36-55
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Abstract
Subject headings
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- Research applying machine learning to music modeling and generation typically proposes model architectures, training methods and datasets, and gauges system performance using quantitative measures like sequence likelihoods and/or qualitative listening tests. Rarely does such work explicitly question and analyse its usefulness for and impact on real-world practitioners, and then build on those outcomes to inform the development and application of machine learning. This article attempts to do these things for machine learning applied to music creation. Together with practitioners, we develop and use several applications of machine learning for music creation, and present a public concert of the results. We reflect on the entire experience to arrive at several ways of advancing these and similar applications of machine learning to music creation.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Annan elektroteknik och elektronik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Other Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)
Keyword
- machine learning
- music generation
- computational creativity
- folk music
- Informations- och kommunikationsteknik
- Information and Communication Technology
Publication and Content Type
- ref (subject category)
- art (subject category)
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- By the author/editor
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Sturm, Bob, 1975 ...
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Ben-Tal, Oded
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Monaghan, Úna
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Collins, Nick
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Herremans, Dorie ...
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Chew, Elaine
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show more...
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Hadjeres, Gäetan
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Deruty, Emmanuel
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Pachet, François
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show less...
- About the subject
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- ENGINEERING AND TECHNOLOGY
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ENGINEERING AND ...
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and Electrical Engin ...
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and Other Electrical ...
- Articles in the publication
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Journal of New M ...
- By the university
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Royal Institute of Technology