DocumentCode
3106277
Title
A Proposal for Intervention by User in Interactive Genetic Algorithm for Creation of Music Melody
Author
Koga, Shunsuke ; Inoue, Takeru ; Fukumoto, Masaaki
Author_Institution
Grad. Sch. of Eng., Fukuoka Inst. of Technol., Fukuoka, Japan
fYear
2013
fDate
5-7 July 2013
Firstpage
129
Lastpage
132
Abstract
In the area of Interactive Evolutionary Computation (IEC), some previous studies have already proposed a method for creating music melody. However, in these methods, user´s concrete intention or Kansei seems not to be reflected to the created melodies. This study focuses on this point: reflection of user´s concrete intention and Kansei in IEC. While most of conventional IEC approaches accepted only user´s evaluation by scoring or comparing solution candidates, the proposed method accepts user´s operation for solution candidates as user´s intervention. To investigate the proposed method for creation of music melody, listening experiments were conducted. In the experiment, the subjects listened to music melody created from the IEC system based on the proposed method. With the system, the subjects can control key of music note in melody by themselves when they wanted to change the melody. As result of experiment, the mean fitness value gradually increased in accordance with progress of generation, and significant differences between the first generation and other generations were observed. The experiment also investigated the efficacy of the user´s intervention.
Keywords
genetic algorithms; music; IEC system; Kansei; interactive evolutionary computation; interactive genetic algorithm; music melody creation; music note key control; user intervention; Data visualization; Evolutionary computation; Genetic algorithms; IEC; Music; Sociology; Statistics; genetic algorithm; interactive evolutionary computation; intervention; kansei; music melody;
fLanguage
English
Publisher
ieee
Conference_Titel
Biometrics and Kansei Engineering (ICBAKE), 2013 International Conference on
Conference_Location
Tokyo
Type
conf
DOI
10.1109/ICBAKE.2013.26
Filename
6603488
Link To Document