Paper Abstract and Keywords |
Presentation |
2011-06-24 11:35
A localized eye-blink artifact removal method focusing on reduction of EEG information loss Hirokazu Kawaguchi, Tetsuo Kobayashi (Kyoto Univ.) NC2011-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
One of the major artifacts for electroencephalogram (EEG) measurements are eye-blink activities. Various methods have been reported for removing eye-blink artifacts from EEGs. However, almost all previous methods concurrently remove a part of EEGs together with eye-blink artifacts. In this study, we focused on "How much true EEGs are remained" and proposed a novel localized eye-blink artifact removal method. The proposed method based on the combinations of independent component analysis (ICA), empirical mode decomposition (EMD) and
Kalman lter. In addition, we proposed a novel simulation model to test performances of the proposed and previous
methods. Simulation results demonstrated that the proposed method showed the best performance and reduced
information loss of EEGs than previous methods. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
eye-blink artifact / EEG / ICA / EMD / Kalman / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 96, NC2011-11, pp. 97-100, June 2011. |
Paper # |
NC2011-11 |
Date of Issue |
2011-06-16 (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) |
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NC2011-11 |
Conference Information |
Committee |
NC IPSJ-BIO |
Conference Date |
2011-06-23 - 2011-06-24 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
50th Anniversary Memorial Hall, University of the Ryukyus |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine Learning Approach to Biodata Mining, and General |
Paper Information |
Registration To |
NC |
Conference Code |
2011-06-NC-BIO |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A localized eye-blink artifact removal method focusing on reduction of EEG information loss |
Sub Title (in English) |
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Keyword(1) |
eye-blink artifact |
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EEG |
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ICA |
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EMD |
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Kalman |
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1st Author's Name |
Hirokazu Kawaguchi |
1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
2nd Author's Name |
Tetsuo Kobayashi |
2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-06-24 11:35:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2011-11 |
Volume (vol) |
vol.111 |
Number (no) |
no.96 |
Page |
pp.97-100 |
#Pages |
4 |
Date of Issue |
2011-06-16 (NC) |
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