Imposing Higher-Level Structure in Polyphonic Music Generation Using Convolutional Restricted Boltzmann Machines and Constraints
We introduce a method for imposing higher-level structure on generated, polyphonic music. A Convolutional Restricted Boltzmann Machine (C-RBM) as a generative model is combined with gradient des- cent constraint optimisation to provide further control over the generation process. Among other things,...
Main Authors: | , , |
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Format: | Article |
Language: | English |
Published: |
University of Huddersfield Press
2018-03-01
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Series: | Journal of Creative Music Systems |
Online Access: | https://www.jcms.org.uk/article/id/522/ |