EEG-Based Emotion Recognition in Listening Music by Using Support Vector Machine and Linear Dynamic System

@inproceedings{Duan2012EEGBasedER,
  title={EEG-Based Emotion Recognition in Listening Music by Using Support Vector Machine and Linear Dynamic System},
  author={Ruo-Nan Duan and Xiao-Wei Wang and Bao-Liang Lu},
  booktitle={ICONIP},
  year={2012}
}
This paper focuses on the variation of EEG at different emotional states. We use pure music segments as stimuli to evoke the exciting or relaxing emotions of subjects. EEG power spectrum is adopted to form features, power spectrum, differential asymmetry, and rational asymmetry. A linear dynamic system approach is applied to smooth the feature sequence. Minimal-redundancy-maximal-relevance algorithm and principal component analysis are used to reduce the dimension of features. We evaluate the… CONTINUE READING
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