Paper Abstract and Keywords |
Presentation |
2020-05-29 10:30
Toward Estimation of Attentional Direction Using EEG Signals during Simultaneous Presentation of Two Types of Music Kana Mizokuchi, Toshihisa Tanaka (TUAT), Takashi G. Sato, Yoshifumi Shiraki (NTT) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
People can pay selective attention to music or speech from various sounds.It has been reported that when multiple beat sounds or speeches are presented or one piece of music is presented, attention have effect on electroencephalogram (EEG).However, the effect of selective attention on EEG is unclear when people are presented multiple music.In this study, we hypothesized that selective attention under multiple music presentations would enhance entrainment to the attentional music, and that would be observed as a difference in EEG.To show our hypothesis, we run experiments by presenting two melodies from different spatial directions having participants attending to one of them.As a result, the cross-correlation function between the EEG and envelope of the melody was different between different attentional condition.In addition, support vector machine using features extracted by the common spacial pattern could classify the attentional direction, and three out of six participants achieved an accuracy of 100¥%. Therefore, our findings suggest that selective attention affect EEG under the presentation of multiple music. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Music / Selective attention / Electroencephalogram / Entrainment / Support Vector Machine / / / |
Reference Info. |
ITE Tech. Rep. |
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Conference Information |
Committee |
IEICE-MI IEICE-IE IEICE-SIP IEICE-BioX IST ME |
Conference Date |
2020-05-28 - 2020-05-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image and signal processing/analysis/AI technology, and their application |
Paper Information |
Registration To |
IEICE-SIP |
Conference Code |
2020-05-MI-IE-SIP-BioX-IST-ME |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Toward Estimation of Attentional Direction Using EEG Signals during Simultaneous Presentation of Two Types of Music |
Sub Title (in English) |
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Music |
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Selective attention |
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Electroencephalogram |
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Entrainment |
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Support Vector Machine |
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1st Author's Name |
Kana Mizokuchi |
1st Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
2nd Author's Name |
Toshihisa Tanaka |
2nd Author's Affiliation |
Tokyo University of Agriculture and Technology (TUAT) |
3rd Author's Name |
Takashi G. Sato |
3rd Author's Affiliation |
Nippon Telegraph and Telephone Corporation (NTT) |
4th Author's Name |
Yoshifumi Shiraki |
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Nippon Telegraph and Telephone Corporation (NTT) |
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Date Time |
2020-05-29 10:30:00 |
Presentation Time |
20 minutes |
Registration for |
IEICE-SIP |
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Volume (vol) |
vol.44 |
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