| Paper Abstract and Keywords |
| Presentation |
2015-10-25 10:00
Assessment of discrimination accuracy of electroencephalogram (EEG) by using a consumer EEG device Kohei Nakanishi, Jiro Okuda (Kyoto Sangyo Univ.) BioX2015-25 MBE2015-36 NC2015-20 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, development of ease-of-use consumer devices for measuring electroencephalogram (EEG) have opened a possibility of real-life application of brain computer interface (BCI). In the present study, we examined classification accuracy of a consumer EEG device as a preliminary assessment towards the BCI application, by using enhancement and suppression of alpha band power when normal human subjects closed and opened their eyes. We compared the classification accuracy by the consumer device and that by a research-quality EEG system under two bodily conditions of a seated state and a moving state (walking in a place), considering the use of the BCI in everyday life. As a result, the discrimination accuracy during the seated state was comparable between both EEG systems, whereas that during the moving state was lower when using the consumer device. It is suggested that displacement of electrodes of the consumer device during the body movement may cause the lower classification performance. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Wireless EEG / Emotiv Epoc / Classification Threshold / ROC Curve / Eye-open / Eye-closed / Alpha Wave / |
| Reference Info. |
IEICE Tech. Rep., vol. 115, no. 268, NC2015-20, pp. 19-24, Oct. 2015. |
| Paper # |
NC2015-20 |
| Date of Issue |
2015-10-18 (BioX, MBE, NC) |
| 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) |
| Download PDF |
BioX2015-25 MBE2015-36 NC2015-20 |
| Conference Information |
| Committee |
MBE BioX NC |
| Conference Date |
2015-10-25 - 2015-10-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Osaka Electro-Communication University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2015-10-MBE-BioX-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Assessment of discrimination accuracy of electroencephalogram (EEG) by using a consumer EEG device |
| Sub Title (in English) |
|
| Keyword(1) |
Wireless EEG |
| Keyword(2) |
Emotiv Epoc |
| Keyword(3) |
Classification Threshold |
| Keyword(4) |
ROC Curve |
| Keyword(5) |
Eye-open |
| Keyword(6) |
Eye-closed |
| Keyword(7) |
Alpha Wave |
| Keyword(8) |
|
| 1st Author's Name |
Kohei Nakanishi |
| 1st Author's Affiliation |
Kyoto Sangyo University (Kyoto Sangyo Univ.) |
| 2nd Author's Name |
Jiro Okuda |
| 2nd Author's Affiliation |
Kyoto Sangyo University (Kyoto Sangyo Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2015-10-25 10:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
BioX2015-25, MBE2015-36, NC2015-20 |
| Volume (vol) |
vol.115 |
| Number (no) |
no.266(BioX), no.267(MBE), no.268(NC) |
| Page |
pp.19-24 |
| #Pages |
6 |
| Date of Issue |
2015-10-18 (BioX, MBE, NC) |