TY - GEN
T1 - Feature extraction from EEG patterns in music listening
AU - Ogawa, Takahiro
AU - Ito, Shin Ichi
AU - Mitsukura, Yasue
AU - Fukumi, Minoru
AU - Akamatsua, Norio
PY - 2004/12/1
Y1 - 2004/12/1
N2 - Recently, various illnesses are caused by stress, and stress release is being carried out by musical therapy. Music used in the musical therapy is various, and it takes a long time for patient and music therapist to select the music. Generally, time selecting music can be reduced and the musical therapy can be done more easily if music effective for it is easily found. For this purpose, we measure and extract an EEC (electroen-cephalogram) difference between music genres as characteristic data in this paper. Our method makes data based on frequency appearance rate, extract features by the principal component analysis, and then analyze them by using a neural network. Finally in order to show the effectiveness of the proposed method, we carried out computer simulations by using the real data.
AB - Recently, various illnesses are caused by stress, and stress release is being carried out by musical therapy. Music used in the musical therapy is various, and it takes a long time for patient and music therapist to select the music. Generally, time selecting music can be reduced and the musical therapy can be done more easily if music effective for it is easily found. For this purpose, we measure and extract an EEC (electroen-cephalogram) difference between music genres as characteristic data in this paper. Our method makes data based on frequency appearance rate, extract features by the principal component analysis, and then analyze them by using a neural network. Finally in order to show the effectiveness of the proposed method, we carried out computer simulations by using the real data.
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M3 - Conference contribution
AN - SCOPUS:21444434299
SN - 0780386396
T3 - Proceedings of 2004 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2004
SP - 17
EP - 21
BT - Proceedings of 2004 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2004
A2 - Ko, S.J.
T2 - Proceedings of 2004 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2004
Y2 - 18 November 2004 through 19 November 2004
ER -