Paper Abstract and Keywords |
Presentation |
2013-01-25 14:50
EEG Pattern Recognition during Imaging and Gazing Tasks Kouichi Kinoshita, Makoto Maeda, Katsuhiro Inoue (kyutech) MBE2012-76 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recently, a brain-computer interface (BCI) which can control devices with electroencephalogram (EEG) has been studied. The aim of this paper is to extract features toward brain waves when gazing or imagining five kinds of shapes and to investigate electrode locations and features contributing to the discrimination. In this study, two experiments were conducted. FFT power spectrums were employed to obtain effective feature space using within and between variance. Subsequently, Bayes classification was performed though changing conditions for features and recording electrodes. We obtained over 80 % of accuracy for the discrimination against five classes. It suggested that shapes subjects imagined were able to be classified from EEG. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
BCI / EEG / Frequency Analysis / Within and between variance / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 112, no. 417, MBE2012-76, pp. 21-25, Jan. 2013. |
Paper # |
MBE2012-76 |
Date of Issue |
2013-01-18 (MBE) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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MBE2012-76 |
Conference Information |
Committee |
MBE |
Conference Date |
2013-01-25 - 2013-01-26 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kyushu Institute of Technologyy |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
MBE |
Conference Code |
2013-01-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
EEG Pattern Recognition during Imaging and Gazing Tasks |
Sub Title (in English) |
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Keyword(1) |
BCI |
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EEG |
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Frequency Analysis |
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Within and between variance |
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1st Author's Name |
Kouichi Kinoshita |
1st Author's Affiliation |
Kyushu Institute of Technology (kyutech) |
2nd Author's Name |
Makoto Maeda |
2nd Author's Affiliation |
Kyushu Institute of Technology (kyutech) |
3rd Author's Name |
Katsuhiro Inoue |
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Kyushu Institute of Technology (kyutech) |
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Speaker |
Author-1 |
Date Time |
2013-01-25 14:50:00 |
Presentation Time |
25 minutes |
Registration for |
MBE |
Paper # |
MBE2012-76 |
Volume (vol) |
vol.112 |
Number (no) |
no.417 |
Page |
pp.21-25 |
#Pages |
5 |
Date of Issue |
2013-01-18 (MBE) |