Study on relationship between personality and individual characteristic of EEG for personalized BCI

Shin Ichi Ito, Yasue Mitsukura, Katsuya Sato, Shoichiro Fujisawa, Minoru Fukumi

研究成果: Conference contribution

4 被引用数 (Scopus)

抄録

It is an important issue that the relationship between personality and individual characteristic of an electroencephalogram (EEG) for using a personalized brain computer interface on daily basis. In this paper, we introduce a method for discussing the relationship between personality based on egogram scores and the results of the EEG pattern detection. The egogram based on psychological testing is used for analyzing human personality. The frequencies of the EEG analyzed are the components that contain significant and immaterial information and have different importance. We express the different importance through the weight value on frequencies using real-coded genetic algorithm. Then, the EEG patterns, which are determined based on the evaluation of the impression on the music, are classified/detected using the knearest neighbor method. Finally, we discuss the relationship between human personality and the individual characteristic in the EEG analysis. An interesting tendency was that the false-detection ratio of the EEG pattern, meaning the response on negative stimuli, did not become low when the score and level on ego states of Adult was extreme.

本文言語English
ホスト出版物のタイトルProceedings - 2010 IEEE Region 8 International Conference on Computational Technologies in Electrical and Electronics Engineering, SIBIRCON-2010
ページ106-111
ページ数6
DOI
出版ステータスPublished - 2010 10 6
外部発表はい
イベント2010 IEEE Region 8 International Conference on Computational Technologies in Electrical and Electronics Engineering, SIBIRCON-2010 - Irkutsk Listvyanka, Russian Federation
継続期間: 2010 7 112010 7 15

出版物シリーズ

名前Proceedings - 2010 IEEE Region 8 International Conference on Computational Technologies in Electrical and Electronics Engineering, SIBIRCON-2010

Other

Other2010 IEEE Region 8 International Conference on Computational Technologies in Electrical and Electronics Engineering, SIBIRCON-2010
国/地域Russian Federation
CityIrkutsk Listvyanka
Period10/7/1110/7/15

ASJC Scopus subject areas

  • 計算理論と計算数学
  • 電子工学および電気工学
  • 理論的コンピュータサイエンス

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