TY - GEN
T1 - Music emotion recognition with consideration of personal preference
AU - Chang, Chuan Yu
AU - Wu, Chi Keng
AU - Lo, Chun Yen
AU - Wang, Chi Jane
AU - Chung, Pau Choo
N1 - Copyright:
Copyright 2011 Elsevier B.V., All rights reserved.
PY - 2011
Y1 - 2011
N2 - In order to discover the relationship between music and the emotion that it may evoke, twenty-one features have been extracted to describe music. A feature selection algorithm called sequential floating forward selection (SFFS) is utilized to find discriminative features. An estimation of the correlation coefficient was applied to determine features of music that evoke an emotion. These features were then used to train two support vector machines (SVMs) for an individual subject to classify music that evokes happiness, anger, sadness, and peacefulness. Experimental results show that the proposed approach can be used to classify music that evokes an emotion for an individual subject with high classification accuracy.
AB - In order to discover the relationship between music and the emotion that it may evoke, twenty-one features have been extracted to describe music. A feature selection algorithm called sequential floating forward selection (SFFS) is utilized to find discriminative features. An estimation of the correlation coefficient was applied to determine features of music that evoke an emotion. These features were then used to train two support vector machines (SVMs) for an individual subject to classify music that evokes happiness, anger, sadness, and peacefulness. Experimental results show that the proposed approach can be used to classify music that evokes an emotion for an individual subject with high classification accuracy.
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U2 - 10.1109/nDS.2011.6076843
DO - 10.1109/nDS.2011.6076843
M3 - Conference contribution
AN - SCOPUS:83055196777
SN - 9781612848167
T3 - 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011
BT - 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011
T2 - 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011
Y2 - 5 September 2011 through 7 September 2011
ER -