.png){kind=icon}
Return
Evaluating Co-creativity Using Total Information Flow
.png){kind=icon}
PRE
AI
DOI：10.1007/978-3-031-97254-6_23.png)
.png){kind=icon}
Original request for help.png){kind=icon}
Share.png){kind=icon}
Save
Abstract
En 中文
Co-creativity in music refers to two or more musicians or musical agents interacting with one another by composing or improvising music. However, this is a very subjective process and each musician has their own preference as to which improvisation is better for some context. In this paper, we aim to create a measure based on total information flow to quantitatively evaluate the co-creativity process in music. In other words, our measure is an indication of how good a creative musical process is. Our main hypothesis is that a good musical creation would maximize information flow between the participants captured by music voices recorded in separate tracks. We propose a method to compute the information flow using pre-trained generative models as entropy estimators. We demonstrate how our method matches with human perception using a qualitative study.
Keywords:
Music Creativity
Transfer Entropy
Information Theory
Journal
A
IF:
0
Papers:
21
Citations:
0
Organization
Cited Papers
ShareSaveWhy isn't creativity more important to educational psychologists? Potentials, pitfalls, and future directions in creativity research.png)
EDUCATIONAL PSYCHOLOGIST
EDUCATIONAL PSYCHOLOGISTIF11.4
PREAI
ShareSaveCompound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphs
OAAI
OAAIShareSave
View more