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Towards models of user preferences in interactive musical evolution

Published: 07 July 2007 Publication History

Abstract

We describe the "bottom-up" construction of a system which aims to build models of human musicalpreferences with strong predictive power. We use Grammatical Evolution to construct models from toydatasets which mimic real-world user-generated data. These models will ultimately substitute for the subjective fitness functions that human users employ during Interactive Evolution of melodies.

Reference

[1]
D. Costelloe and C. Ryan. Genetic Programming for Subjective Fitness Function Identification. In M. Keijzer et al., editors, EuroGP 2004 Proceedings, volume 3003 of LNCS, pages 259--268, Coimbra, Portugal, 2004. Springer-Verlag.

Cited By

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  • (2019)On the impact of domain-specific knowledge in evolutionary music compositionProceedings of the Genetic and Evolutionary Computation Conference10.1145/3321707.3321710(188-197)Online publication date: 13-Jul-2019
  • (2019)Towards Automated Quality Assessment Methods in Algorithmic Music Composition2019 21st International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC)10.1109/SYNASC49474.2019.00029(155-158)Online publication date: Sep-2019
  • (2010)Grammar-based Genetic ProgrammingGenetic Programming and Evolvable Machines10.1007/s10710-010-9109-y11:3-4(365-396)Online publication date: 1-Sep-2010
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  1. Towards models of user preferences in interactive musical evolution

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    cover image ACM Conferences
    GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation
    July 2007
    2313 pages
    ISBN:9781595936974
    DOI:10.1145/1276958

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 07 July 2007

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    Author Tags

    1. grammatical evolution
    2. interactive evolution

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    GECCO '07 Paper Acceptance Rate 266 of 577 submissions, 46%;
    Overall Acceptance Rate 1,669 of 4,410 submissions, 38%

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    View all
    • (2019)On the impact of domain-specific knowledge in evolutionary music compositionProceedings of the Genetic and Evolutionary Computation Conference10.1145/3321707.3321710(188-197)Online publication date: 13-Jul-2019
    • (2019)Towards Automated Quality Assessment Methods in Algorithmic Music Composition2019 21st International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC)10.1109/SYNASC49474.2019.00029(155-158)Online publication date: Sep-2019
    • (2010)Grammar-based Genetic ProgrammingGenetic Programming and Evolvable Machines10.1007/s10710-010-9109-y11:3-4(365-396)Online publication date: 1-Sep-2010
    • (2008)Genetic Programming: An Introduction and Tutorial, with a Survey of Techniques and ApplicationsComputational Intelligence: A Compendium10.1007/978-3-540-78293-3_22(927-1028)Online publication date: 2008

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