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| Presentation | 2011-03-08 15:25 Sequential Learning of EEG:SSVEP Four-class Classification:Sequential Monte Carlo Implemention Shu Shigezumi, Hideyuki Hara (Waseda Univ.), Atsushi Takemoto (Kyoto Univ.), Yumi Dobashi (Waseda Univ.), Katsuki Nakamura (Kyoto Univ.), Takashi Matsumoto (Waseda Univ.)  MBE2010-125 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | An attempt was made to perform a sequential learning of SSVEP four class classification problem. As opposed to the batch learning algorithm, the sequential learning algorithm does not divide the data into training and test datasets; rather, it starts learning with the first single trial data and proceeds with the learning sequentially using the rest of the data. The algorithm was implemented by the Sequential Monte Carlo method. SSVEP data was acqired from 5 subjects. The algorithm appeared functional. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Brain-computer-Interface / Baysian Sequential Learning / Sequential Monte Carlo / electroencephalography / steady-state visual evoked potential(SSVEP) / multi-class classification / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 460, MBE2010-125, pp. 125-130, March 2011. | |
| Paper # | MBE2010-125 | |
| Date of Issue | 2011-02-28 (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) | |
| Download PDF | MBE2010-125 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2011-03-07 - 2011-03-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MBE |
| Conference Code | 2011-03-NC-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Sequential Learning of EEG:SSVEP Four-class Classification:Sequential Monte Carlo Implemention |
| Sub Title (in English) | |
| Keyword(1) | Brain-computer-Interface |
| Keyword(2) | Baysian Sequential Learning |
| Keyword(3) | Sequential Monte Carlo |
| Keyword(4) | electroencephalography |
| Keyword(5) | steady-state visual evoked potential(SSVEP) |
| Keyword(6) | multi-class classification |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Shu Shigezumi |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Hideyuki Hara |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
| 3rd Author's Name | Atsushi Takemoto |
| 3rd Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 4th Author's Name | Yumi Dobashi |
| 4th Author's Affiliation | Waseda University (Waseda Univ.) |
| 5th Author's Name | Katsuki Nakamura |
| 5th Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 6th Author's Name | Takashi Matsumoto |
| 6th Author's Affiliation | Waseda University (Waseda Univ.) |
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| Speaker | Author-1 |
| Date Time | 2011-03-08 15:25:00 |
| Presentation Time | 25 minutes |
| Registration for | MBE |
| Paper # | MBE2010-125 |
| Volume (vol) | vol.110 |
| Number (no) | no.460 |
| Page | pp.125-130 |
| #Pages | 6 |
| Date of Issue | 2011-02-28 (MBE) |
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