• DocumentCode
    2741827
  • Title

    An Experimental Study on Electrocardiography toward Emotion Recognition

  • Author

    Wang Bin ; Liu Guang-Yuan

  • Author_Institution
    Sch. of Electron. & Inf. Eng., Southwest Univ. Chongqing, Chongqing, China
  • Volume
    1
  • fYear
    2009
  • fDate
    14-16 Aug. 2009
  • Firstpage
    104
  • Lastpage
    108
  • Abstract
    Emotion recognition is becoming an increasingly important field for human affective computing. This paper presented a method of emotion recognition using electrocardiography (ECG) signal obtained from multiple subjects. ECG signals were collected when film clips shown to subjects. Through denoising and location of P-QRS-T wave by wavelet transform, ECG features could be extracted effectively. For recognizing two emotions (joy and sadness), genetic simulated annealing algorithm (GASA) was applied for feature selection. And classification accuracy of fisher classifier was used as evaluation criteria to select the optimal feature subset. Experiment results showed that the research had acquired a good emotion recognition effect and effective emotion features were achieved availably. And it was feasible to recognize the emotion states using GASA and fisher classifier based on ECG signal.
  • Keywords
    electrocardiography; emotion recognition; feature extraction; genetic algorithms; medical signal processing; signal classification; signal denoising; simulated annealing; wavelet transforms; ECG signal; P-QRS-T wave denoising; P-QRS-T wave location; classification accuracy; electrocardiography; emotion recognition; feature extraction; feature selection; fisher classifier; genetic simulated annealing algorithm; human affective computing; wavelet transform; Continuous wavelet transforms; Discrete wavelet transforms; Electrocardiography; Emotion recognition; Feature extraction; Genetics; Motion pictures; Noise reduction; Simulated annealing; Wavelet transforms; ECG Signal; Emotion Recognition; Genetic Simulated Annealing Algorithms; Wavelet transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2009. FSKD '09. Sixth International Conference on
  • Conference_Location
    Tianjin
  • Print_ISBN
    978-0-7695-3735-1
  • Type

    conf

  • DOI
    10.1109/FSKD.2009.416
  • Filename
    5358644