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A Novel Method of Music Generation Based on Three Different Recurrent Neural Networks

Authors :
Jiatong Xie
Source :
Journal of Physics: Conference Series. 1549:042034
Publication Year :
2020
Publisher :
IOP Publishing, 2020.

Abstract

manuscripts Nowadays, music generation has become an important research field in the study of deep learning. Many different methods such as Generative Adversarial Networks (GAN) and Variational self-encoding (VAE) are already proved to be able to handle such task. In this paper, RNNs, such as LSTM and GRU, will be used to compose the core of the network to predict notes of the melody and generate new music. MIDI will be used as the general music format because of its simple and appropriate data structure that can be coded as a dictionary.

Details

ISSN :
17426596 and 17426588
Volume :
1549
Database :
OpenAIRE
Journal :
Journal of Physics: Conference Series
Accession number :
edsair.doi...........0459f76a093021661b4bac7115485a19
Full Text :
https://doi.org/10.1088/1742-6596/1549/4/042034