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New Music Concepts 2020

Intelligent Automation of Secondary Melody Music Generation

Part of the New Music Concepts book series (NMC volume 7)
ISBN: 978-88-944350-3-0

Author(s): Nermin Naguib J. Siphocly, El-Sayed M. El-Horbaty, Abdel-Badeeh M. Salem

Abstract: Generating a secondary melody for a given main melody is challenging and relies on human musical experience more than theoretical rules. The aim of this paper is to propose an intelligent method for automating secondary melody generation using artificial neural networks. Experimental results are presented and discussed highlighting the best practices for minimizing the network error function. When trained on 3000 sample the network was successfully trained reaching a loss value of 0.05 after 2000 iteration.

Keywords: Adaptive Moment Estimation, Artificial Intelligence, Artificial Neural Networks, Computer Music, Machine Learning