TY - GEN
T1 - In fleeting visions
T2 - 12th ACM Creativity and Cognition Conference, C and C 2019
AU - Dubnov, Shlomo
N1 - Publisher Copyright:
© 2019 Author.
PY - 2019/6/13
Y1 - 2019/6/13
N2 - We describe a series of short music pieces that is generated in a semi-improvised manner by a computer, using deep representations and temporal memory model constructed from learning a corpus of piano works by Sergei Prokofiev. Inspired by Prokofiev's piece of a similar name, this work explores imaginative capabilities of generative music machine through a series of passing-by sonic visions triggered by fleeting activations of the underlying musical network from a musician performer input. Unlike most other common machine learning and neural music compositions that explore stylistic imitation, the impetus here is to provide a rainbow of unimagined possibilities enabling creative human intervention and interaction with a complex system, realized in a series of improvisations, each with a different form, texture and character.
AB - We describe a series of short music pieces that is generated in a semi-improvised manner by a computer, using deep representations and temporal memory model constructed from learning a corpus of piano works by Sergei Prokofiev. Inspired by Prokofiev's piece of a similar name, this work explores imaginative capabilities of generative music machine through a series of passing-by sonic visions triggered by fleeting activations of the underlying musical network from a musician performer input. Unlike most other common machine learning and neural music compositions that explore stylistic imitation, the impetus here is to provide a rainbow of unimagined possibilities enabling creative human intervention and interaction with a complex system, realized in a series of improvisations, each with a different form, texture and character.
KW - Deep neural networks
KW - Machine improvisation
KW - Prokofiev
KW - Visions fugitives
UR - https://www.scopus.com/pages/publications/85068685108
U2 - 10.1145/3325480.3329175
DO - 10.1145/3325480.3329175
M3 - Conference contribution
AN - SCOPUS:85068685108
T3 - C and C 2019 - Proceedings of the 2019 Creativity and Cognition
SP - 502
EP - 504
BT - C and C 2019 - Proceedings of the 2019 Creativity and Cognition
PB - Association for Computing Machinery, Inc
Y2 - 23 June 2019 through 26 June 2019
ER -