| Paper Abstract and Keywords |
| Presentation |
2013-11-12 15:45
[Poster Presentation]
Inter-subject Common Spatial Pattern Filter for Motor Imagery based Brain Computer Interface Tatsuya Yokota, Yukihiko Yamashita (Tokyo Inst. of Tech.), Andrzej Cichocki (RIKEN) IBISML2013-47 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Motor imagery based brain computer interface is a technique to control some device (e.g., wheelchair) through motor imagery brain signals. In order to achieve this, supervised learning techniques, which use enough numbers of training samples, are often applied to learn the parameters of spacial filter. However, the recording process of the training samples of motor imagery brain signals requires great time and effort. Our goal is to reduce this load by proposing new parameter learning methods.
In this paper, we propose new algorithms to learn the parameters of common spatial pattern filter by using dataset of multiple subject for the motor imagery based brain computer interface, called the ``inter-subject common spatial pattern (ISCSP) filter''. Use of the ISCSP filter can reduce the load of user to record user's motor imagery brain signals, since it needs to use a few or no samples of user's motor imagery data. In experiments, we show the validities of our methods. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Brain Computer Interface(BCI) / Common Spatial Pattern (CSP) filter / / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 286, IBISML2013-47, pp. 85-90, Nov. 2013. |
| Paper # |
IBISML2013-47 |
| Date of Issue |
2013-11-05 (IBISML) |
| 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 |
IBISML2013-47 |
| Conference Information |
| Committee |
IBISML |
| Conference Date |
2013-11-10 - 2013-11-13 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tokyo Institute of Technology, Kuramae-Kaikan |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
The 16th IBIS Workshop & The 2nd IBIS Tutorial |
| Paper Information |
| Registration To |
IBISML |
| Conference Code |
2013-11-IBISML |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Inter-subject Common Spatial Pattern Filter for Motor Imagery based Brain Computer Interface |
| Sub Title (in English) |
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| Keyword(1) |
Brain Computer Interface(BCI) |
| Keyword(2) |
Common Spatial Pattern (CSP) filter |
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| 1st Author's Name |
Tatsuya Yokota |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 2nd Author's Name |
Yukihiko Yamashita |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 3rd Author's Name |
Andrzej Cichocki |
| 3rd Author's Affiliation |
RIKEN (RIKEN) |
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| Speaker |
Author-1 |
| Date Time |
2013-11-12 15:45:00 |
| Presentation Time |
180 minutes |
| Registration for |
IBISML |
| Paper # |
IBISML2013-47 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.286 |
| Page |
pp.85-90 |
| #Pages |
6 |
| Date of Issue |
2013-11-05 (IBISML) |