A Mobile Application for Estimating Emotional Valence Using a Single-Channel EEG Device

Mikito Ogino, Yasue Mitsukura

研究成果: Conference contribution

4 被引用数 (Scopus)

抄録

A product assessment is the important process to develop a new product. After a new product has been developed, the product developers hire ordinary people and give an interview to them. In recent years, a new method called 'neuromarketing' is used for product evaluation. However, it is difficult to use the conventional measurement devices and they are mainly used in an experimental environment. In this paper, we developed the model to estimate human emotions, especially valence by using single-channel EEG device. We used the fast Fourier transform, the robust scaling and the support vector regression to predict the valence score. The parameters of the methods were selected by using the grid search and the genetic algorithm. The designed model was evaluated by the correlation coefficient and the classification accuracy of two classes between predicted valence data and labeled valence data. The scores were 0.36 and 72.40%.

本文言語English
ホスト出版物のタイトル2018 57th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2018
出版社Institute of Electrical and Electronics Engineers Inc.
ページ1043-1048
ページ数6
ISBN(電子版)9784907764609
DOI
出版ステータスPublished - 2018 10月 15
イベント57th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2018 - Nara, Japan
継続期間: 2018 9月 112018 9月 14

Other

Other57th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE 2018
国/地域Japan
CityNara
Period18/9/1118/9/14

ASJC Scopus subject areas

  • 制御およびシステム工学
  • 制御と最適化
  • 器械工学

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