• DocumentCode
    1639117
  • Title

    On Speech Emotion Recognition System in E-learning

  • Author

    Chunyong, Yin ; Ruxia, Sun ; Qi, Luo

  • Author_Institution
    Guizhou Univ., Guiyang
  • fYear
    2007
  • Firstpage
    472
  • Lastpage
    475
  • Abstract
    Aiming at emotion deficiency in present e-learning system, a lot of negative effects were analyzed and corresponding countermeasures were proposed. Basing on it, speech emotion recognition system is proposed in the paper. Then we introduce a systematic feature selection approach, which involves the application of sequential forward selection with a general regression neural network in conjunction with a consistency-based selection method. The selected features are employed as the input to a modular neural network to realize the classification of emotions. Our simulation experiment results show that the proposed system gives high recognition performance.
  • Keywords
    computer aided instruction; emotion recognition; neural nets; speech recognition; consistency-based selection method; e-learning; emotion classification; general regression neural network; modular neural network; sequential forward selection; speech emotion recognition system; systematic feature selection approach; Computer science; Control systems; Distance learning; Education; Electronic learning; Emotion recognition; Information technology; Neural networks; Speech; Sun; E-learning; Emotion deficiency; General Regression Neural Network; Modular Neural Network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference, 2007. CCC 2007. Chinese
  • Conference_Location
    Hunan
  • Print_ISBN
    978-7-81124-055-9
  • Electronic_ISBN
    978-7-900719-22-5
  • Type

    conf

  • DOI
    10.1109/CHICC.2006.4346832
  • Filename
    4346832