DocumentCode
575184
Title
Melody generation system based on generalization by human causal intuition
Author
Ohmura, Hidefumi ; Shibayama, Takuro ; Takahashi, Tatsuji ; Shibuya, Satoshi ; Okanoya, Kazuo ; Furukawa, Kiyoshi
Author_Institution
JST, ERATO, Japan
fYear
2012
fDate
20-23 Aug. 2012
Firstpage
2005
Lastpage
2010
Abstract
In this paper, we import the Cognitive Biases to the field of music generation, and point out its merit. We adopt the Loosely Symmetric (LS) Model based on human illogical biases of cognition, which includes the symmetric bias and the mutual exclusivity bias, as a melody generation. We regard features of melodies as the simplest sequence of transitional events from preceding note to succeeding note. The system with built-in cognitive bias extracts feature quantities of existing melodies, and generates short melodies from features of existing melodies. Compared to melodies from Conditional Probability (CP) model and Rigidly Symmetric (RS) model, melodies from LS model affected by the symmetric bias and the mutual exclusivity bias. This result indicates that it is possible to generate melody in a more human-like way through the use of a system.
Keywords
cognition; music; probability; CP; LS; RS; cognitive biases; conditional probability; human causal intuition; loosely symmetric; melody generation system; music generation; rigidly symmetric; Cognition; Computational modeling; Educational institutions; Feature extraction; Humans; Load modeling; Presses; expectation; human cognitive bias; loosely symmetric model; melody generation; mutual exclusivity bias; symmetric bias;
fLanguage
English
Publisher
ieee
Conference_Titel
SICE Annual Conference (SICE), 2012 Proceedings of
Conference_Location
Akita
ISSN
pending
Print_ISBN
978-1-4673-2259-1
Type
conf
Filename
6318342
Link To Document