Music emotion recognition with consideration of personal preference

Chuan Yu Chang, Chi Keng Wu, Chun Yen Lo, Chi-Jen Wang, Pau-Choo Chung

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

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.

Original languageEnglish
Title of host publication2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011
DOIs
Publication statusPublished - 2011 Dec 13
Event2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011 - Poitiers, France
Duration: 2011 Sep 52011 Sep 7

Publication series

Name2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011

Other

Other2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011
CountryFrance
CityPoitiers
Period11-09-0511-09-07

Fingerprint

Support vector machines
Feature extraction

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering

Cite this

Chang, C. Y., Wu, C. K., Lo, C. Y., Wang, C-J., & Chung, P-C. (2011). Music emotion recognition with consideration of personal preference. In 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011 [6076843] (2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011). https://doi.org/10.1109/nDS.2011.6076843
Chang, Chuan Yu ; Wu, Chi Keng ; Lo, Chun Yen ; Wang, Chi-Jen ; Chung, Pau-Choo. / Music emotion recognition with consideration of personal preference. 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011. 2011. (2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011).
@inproceedings{18cbaa18dff54b429601ffa22e06cc3f,
title = "Music emotion recognition with consideration of personal preference",
abstract = "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.",
author = "Chang, {Chuan Yu} and Wu, {Chi Keng} and Lo, {Chun Yen} and Chi-Jen Wang and Pau-Choo Chung",
year = "2011",
month = "12",
day = "13",
doi = "10.1109/nDS.2011.6076843",
language = "English",
isbn = "9781612848167",
series = "2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011",
booktitle = "2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011",

}

Chang, CY, Wu, CK, Lo, CY, Wang, C-J & Chung, P-C 2011, Music emotion recognition with consideration of personal preference. in 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011., 6076843, 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011, 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011, Poitiers, France, 11-09-05. https://doi.org/10.1109/nDS.2011.6076843

Music emotion recognition with consideration of personal preference. / Chang, Chuan Yu; Wu, Chi Keng; Lo, Chun Yen; Wang, Chi-Jen; Chung, Pau-Choo.

2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011. 2011. 6076843 (2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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-Jen

AU - Chung, Pau-Choo

PY - 2011/12/13

Y1 - 2011/12/13

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.

UR - http://www.scopus.com/inward/record.url?scp=83055196777&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=83055196777&partnerID=8YFLogxK

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

ER -

Chang CY, Wu CK, Lo CY, Wang C-J, Chung P-C. Music emotion recognition with consideration of personal preference. In 2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011. 2011. 6076843. (2011 7th International Workshop on Multidimensional (nD) Systems, nDS 2011). https://doi.org/10.1109/nDS.2011.6076843