TY - GEN
T1 - Multilayer Perceptron for Symbolic Indonesian Music Generation
AU - Kurniawati, Arik
AU - Suprapto, Yoyon Kusnendar
AU - Yuniarno, Eko Mulyanto
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/7
Y1 - 2020/7
N2 - Music is one of the arts of a beauty that cannot be separated from humans. But not all humans can create beautiful music. Therefore, this paper's objective was to design a creative aid to musical composition with minimum human intervention. This paper purpose builds generative music using Multilayer Perceptron (MLP) Neural Networks as architecture to create predicted chord as musical accompaniment. In contrast, the previous work in music generation has mainly been focused on creating subsequent next music patterns. Using the symbolic Indonesian music dataset (note and chord) to train the models. Finally, we predict sequential chords using symbolic notes from the data test. Later, the generated Chords by Neural Network is compared with the original music Indonesian.
AB - Music is one of the arts of a beauty that cannot be separated from humans. But not all humans can create beautiful music. Therefore, this paper's objective was to design a creative aid to musical composition with minimum human intervention. This paper purpose builds generative music using Multilayer Perceptron (MLP) Neural Networks as architecture to create predicted chord as musical accompaniment. In contrast, the previous work in music generation has mainly been focused on creating subsequent next music patterns. Using the symbolic Indonesian music dataset (note and chord) to train the models. Finally, we predict sequential chords using symbolic notes from the data test. Later, the generated Chords by Neural Network is compared with the original music Indonesian.
KW - multilayer perceptron
KW - music generation
KW - symbolic
UR - http://www.scopus.com/inward/record.url?scp=85091699881&partnerID=8YFLogxK
U2 - 10.1109/ISITIA49792.2020.9163723
DO - 10.1109/ISITIA49792.2020.9163723
M3 - Conference contribution
AN - SCOPUS:85091699881
T3 - Proceedings - 2020 International Seminar on Intelligent Technology and Its Application: Humanification of Reliable Intelligent Systems, ISITIA 2020
SP - 228
EP - 233
BT - Proceedings - 2020 International Seminar on Intelligent Technology and Its Application
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2020 International Seminar on Intelligent Technology and Its Application, ISITIA 2020
Y2 - 22 July 2020 through 23 July 2020
ER -