메뉴 건너뛰기




Volumn 7, Issue 2, 2010, Pages 245-261

Speech emotion recognition method based on improved decision tree and layered feature selection

Author keywords

Feature selection; Genetic algorithm; Parameter optimization; Speech emotion recognition; SVM decision tree

Indexed keywords

BINARY DECISION TREES; CLASSIFICATION ACCURACY; DECISION DIRECTED ACYCLIC GRAPHS; EMOTIONAL SPEECH; FEATURE SELECTION; FEATURE SELECTION METHODS; HIERARCHICAL RECOGNITION; SPEECH EMOTION RECOGNITION; WORKGROUPS;

EID: 77953278869     PISSN: 02198436     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0219843610002088     Document Type: Article
Times cited : (20)

References (18)
  • 1
    • 4344572159 scopus 로고    scopus 로고
    • A neural network approach for human emotion recognition in speech
    • (IEEE Press, Vancouver, BC, Canada
    • M. W. Bhatti, Y. Wang and L. Guan, A neural network approach for human emotion recognition in speech, IEEE Int. Conf. Symposium on Circuits and Systems (ISCAS), (IEEE Press, Vancouver, BC, Canada 2004), pp. 181-184.
    • (2004) IEEE Int. Conf. Symposium on Circuits and Systems (ISCAS) , pp. 181-184
    • Bhatti, M.W.1    Wang, Y.2    Guan, L.3
  • 2
    • 0242721417 scopus 로고    scopus 로고
    • Speech emotion recognition using hidden markov models
    • T. L. Nwe, S. W. Foo and L. C. D. Silva, Speech emotion recognition using hidden markov models, Speech Communication, 41(4) (2003) 603-623.
    • (2003) Speech Communication , vol.41 , Issue.4 , pp. 603-623
    • Nwe, T.L.1    Foo, S.W.2    Silva, L.C.D.3
  • 5
    • 34547507232 scopus 로고    scopus 로고
    • GMM supervector based SVM with spectral features for speech emotion recognition
    • IEEE Press, Beijing, China
    • H. Hu, M. X. Xu and W. Wu, GMM supervector based SVM with spectral features for speech emotion recognition, IEEE Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP), (IEEE Press, Beijing, China 2007), pp. 413-416.
    • (2007) IEEE Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP) , pp. 413-416
    • Hu, H.1    Xu, M.X.2    Wu, W.3
  • 6
    • 44049094896 scopus 로고    scopus 로고
    • Recognizing human emotional state from audiovisual signals
    • Y. J.Wang and L. Guan, Recognizing human emotional state from audiovisual signals, IEEE Transactions on Multimedia, 10(4) (2008) 659-667.
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.4 , pp. 659-667
    • Wang, Y.J.1    Guan, L.2
  • 7
    • 44049099067 scopus 로고    scopus 로고
    • Audio-Visual affective expression recognition through multistream fused HMM
    • Z. H. Zeng, J. L. Tu, M. P. Brian, Jr. and S. H. Thomas, Audio-Visual affective expression recognition through multistream fused HMM, IEEE Transactions on Multimedia, 10(4) (2008) 570-577.
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.4 , pp. 570-577
    • Zeng, Z.H.1    Tu, J.L.2    Brian Jr., M.P.3    Thomas, S.H.4
  • 8
    • 55649092767 scopus 로고    scopus 로고
    • A survey of emotion recognition in speech
    • (in Chinese)
    • Y. L. Lin, G. Wei and K. C. Yang, A survey of emotion recognition in speech, Journal of Circuits and Systems, 12(1) (2007) 90-98. (in Chinese)
    • (2007) Journal of Circuits and Systems , vol.12 , Issue.1 , pp. 90-98
    • Lin, Y.L.1    Wei, G.2    Yang, K.C.3
  • 9
    • 33746410556 scopus 로고    scopus 로고
    • Emotional speech recognition: Resources, features, and methods
    • V. Dimitrios and K. Constantine, Emotional speech recognition: Resources, features, and methods, Speech Communication, 48 (2006) 1162-1181.
    • (2006) Speech Communication , vol.48 , pp. 1162-1181
    • Dimitrios, V.1    Constantine, K.2
  • 10
    • 11244267144 scopus 로고    scopus 로고
    • Speech emotion classification with the combination of statistic features and temporal features
    • EEE Press Taipei Taiwan
    • D. N. Jiang and L. H. Cai, Speech Emotion Classification with the Combination of Statistic Features and Temporal Features, IEEE Int. Conference on Multimedia and Expo (ICME), (IEEE Press, Taipei, Taiwan, 2004), 1967-1970.
    • (2004) IEEE Int. Conference on Multimedia and Expo (ICME) , pp. 1967-1970
    • Jiang, D.N.1    Cai, L.H.2
  • 11
    • 85009223246 scopus 로고    scopus 로고
    • Emotion recognition by speech signals
    • Geneva, Switzerland
    • O. W. Kwon, K. Chan, J. Hao and T. W. Lee, Emotion recognition by speech signals, in Proceedings of Euro Speech, (Geneva, Switzerland, 2003), pp.125-128.
    • (2003) Proceedings of Euro Speech , pp. 125-128
    • Kwon, O.W.1    Chan, K.2    Hao, J.3    Lee, T.W.4
  • 13
    • 77953235560 scopus 로고    scopus 로고
    • Speech emotion feature selection method based on contribution analysis algorithm of neural network
    • IEEE press, Palmerston North, New Zealand
    • X. J.Wang, Q. R. Mao and Y. Z. Zhan, Speech emotion feature selection method based on contribution analysis algorithm of neural network, IEEE Int. Conf. on Sensing Technology (IEEE press, Palmerston North, New Zealand, 2007).
    • (2007) IEEE Int. Conf. on Sensing Technology
    • Wang, X.J.1    Mao, Q.R.2    Zhan, Y.Z.3
  • 14
    • 33748076461 scopus 로고    scopus 로고
    • A GA-based feature selection and parameters optimization for support vector machines
    • C. H. Huang and C. J. Wang, A GA-based feature selection and parameters optimization for support vector machines, Expert Systems with Applications, 31(2) (2006) 231-240.
    • (2006) Expert Systems with Applications , vol.31 , Issue.2 , pp. 231-240
    • Huang, C.H.1    Wang, C.J.2
  • 15
    • 0037382510 scopus 로고    scopus 로고
    • Describing the emotional classes that are expressed in speech
    • C. Roddy and R. C. Randolph, Describing the emotional classes that are expressed in speech, Speech Communication, 40 (2003) 5-32.
    • (2003) Speech Communication , vol.40 , pp. 5-32
    • Roddy, C.1    Randolph, R.C.2
  • 16
    • 1942482317 scopus 로고    scopus 로고
    • A study on emotional feature analysis and recognition in speech signal
    • (in Chinese)
    • L. Zhao, X. M. Qian, C. R. Zou and Z. Y. Wu, A study on emotional feature analysis and recognition in speech signal, Journal of Communication, 21(10) (2000) 18-24. (in Chinese)
    • (2000) Journal of Communication , vol.21 , Issue.10 , pp. 18-24
    • Zhao, L.1    Qian, X.M.2    Zou, C.R.3    Wu, Z.Y.4
  • 17
    • 27244451934 scopus 로고    scopus 로고
    • Research and implementation of emotional feature extraction and recognition in speech signal
    • (National Science Edition) (in Chinese)
    • Y. Z. Zhan and P. Cao, Research and implementation of emotional feature extraction and recognition in speech signal, Journal of Jiangsu University (National Science Edition), 26(1) (2005) 72-75. (in Chinese)
    • (2005) Journal of Jiangsu University , vol.26 , Issue.1 , pp. 72-75
    • Zhan, Y.Z.1    Cao, P.2
  • 18
    • 55649087892 scopus 로고    scopus 로고
    • PhD Thesis. (South China University of Technology, Guangzhou, China, (in Chinese)
    • Y. L. Lin, Research on Speech Emotion Recognition. PhD Thesis. (South China University of Technology, Guangzhou, China, 2006), pp. 51-57. (in Chinese)
    • (2006) Research on Speech Emotion Recognition , pp. 51-57
    • Lin, Y.L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.