Speech emotion recognition in E-learning system based on affective computing

被引:0
|
作者
Li, Wu [1 ]
Zhang, Yanhui [2 ]
Fu, Yingzi [3 ]
机构
[1] Hunan Inst Sci & Technol, Dept Mech & Elect Engn, Yueyang 414000, Peoples R China
[2] Zhengzhou Econ Management Inst, Dept Mech & Elect Engn, Zhengzhou 450052, Peoples R China
[3] Hunan Inst Sci & Technol, Dept Math, Yueyang 414000, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Aiming at emotion deficiency in present E-learning system, a lot of negative effects were analyzed and corresponding countermeasures were proposed In this paper we combined affective computing with the traditional E-learning system. The model of E-learning system based on affective computing was constructed by using speech emotion, which took speech feature as input data Our simulation experiment results show that neural networks is effective in emotion recognition, and we achieved a recognition rate of approximately 50% when testing eight emotions. Other key techniques of realizing the system such as tracking the change of emotion state and adjusting teaching strategies were also introduced in addition.
引用
收藏
页码:809 / +
页数:3
相关论文
共 50 条
  • [1] On speech emotion recognition system in E-learning
    Yin Chunyong
    Sun Ruxia
    Luo Qi
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 4, 2007, : 472 - +
  • [2] Study on speech emotion recognition system in E-Learning
    Zhu, Aiqin
    Luo, Qi
    HUMAN-COMPUTER INTERACTION, PT 3, PROCEEDINGS, 2007, 4552 : 544 - +
  • [3] Research on speech emotion recognition in E-learning system
    Luo Qi
    Tan Honghua
    Advanced Computer Technology, New Education, Proceedings, 2007, : 173 - 176
  • [4] Research on speech emotion recognition system in E-Learning
    Chen, Ken
    Yue, Guangxue
    Yu, Fei
    Shen, Yue
    Zhu, Aiqing
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 555 - +
  • [5] An E-learning System based on Affective Computing
    Duo, Sun
    Song, Lu Xue
    INTERNATIONAL CONFERENCE ON APPLIED PHYSICS AND INDUSTRIAL ENGINEERING 2012, PT C, 2012, 24 : 1893 - 1898
  • [6] The E-learning System Based on Affective Computing
    Li, Lixia
    Xie, Zifang
    Zhang, Jing
    PROCEEDINGS OF 2008 INTERNATIONAL COLLOQUIUM ON ARTIFICIAL INTELLIGENCE IN EDUCATION, 2008, : 123 - 126
  • [7] The system of E-learning Based on affective computing
    Xia, Hong-Wen
    Zhe, Zheng
    ICAIE 2009: PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND EDUCATION, VOLS 1 AND 2, 2009, : 571 - 575
  • [8] An E-learning System based on Affective Computing
    Duo, Sun
    Song, Lu Xue
    2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL II, 2010, : 360 - 363
  • [9] Towards real-time speech emotion recognition for affective e-learning
    Bahreini K.
    Nadolski R.
    Westera W.
    Education and Information Technologies, 2016, 21 (5) : 1367 - 1386
  • [10] The E-Learning System Model based on Affective Computing
    Li, Zhiling
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL III, 2010, : 288 - 291