EXPLOITING GENRE FOR MUSIC EMOTION CLASSIFICATION

被引:0
作者
Lin, Yu-Ching [1 ]
Yang, Yi-Hsuan [1 ]
Chen, Homer H. [1 ]
Liao, I-Bin [2 ]
Ho, Yeh-Chin [2 ]
机构
[1] Natl Taiwan Univ, Taipei, Taiwan
[2] Chunghwa Telecom, Telecommun Lab, Taipei, Taiwan
来源
ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3 | 2009年
关键词
Music genre classification; association analysis; music emotion classification;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Genre and emotion have been applied to content-based music retrieval and organization; however, the intrinsic correlation between them has not been explored. In this paper we present a statistical association analysis to examine such intrinsic correlation and propose a two-layer scheme that exploits the correlation for emotion classification. Significant improvement of classification accuracy over the traditional single-layer scheme is obtained.
引用
收藏
页码:618 / +
页数:2
相关论文
共 10 条
[1]  
Agresti A., 2002, CATEGORICAL DATA ANA, DOI [10.1002/0471249688, DOI 10.1002/0471249688]
[2]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
[3]  
Hu X., 2007, P 8 INT C MUSIC INFO, P67
[4]  
HURON D, 2000, P ISMIR
[5]  
LEE H, P ISMIR 2004, P441
[6]  
Ng AY, 2002, ADV NEUR IN, V14, P849
[7]   Automatic genre classification of music content [J].
Scaringella, N ;
Zoia, G ;
Mlynek, D .
IEEE SIGNAL PROCESSING MAGAZINE, 2006, 23 (02) :133-141
[8]  
Tsoumakas G., 2007, INT J DATA WAREHOUS, V3, P1
[9]  
Tzanetakis G., 2000, Organised Sound, V4, P169, DOI [DOI 10.1017/S1355771800003071, 10.1017/S13557718 00003071, 10.1017/S1355771800003071]
[10]   A regression approach to music emotion recognition [J].
Yang, Yi-Hsuan ;
Lin, Yu-Ching ;
Su, Ya-Fan ;
Chen, Homer H. .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2008, 16 (02) :448-457