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| Presentation | 2011-01-28 10:25 Development of Automatic Magnetic Stimulation System for Epileptic Patients -- On-line Detection of Spike-and-Wave Discharges using Artificial Neural Network -- Taiga Higuchi, Tomohiko Igasaki, Yuki Hayashida, Nobuki Murayama (Kumamoto Univ), Ryuji Neshige (Neshige Clinic)  MBE2010-91 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | 53 samples of spike-and-wave discharges (SWDs) and 15 samples of artifacts (AFs) were extracted from for 30 minutes of the EEG date that was acquired from a certain epileptic patient. These SWDs and AFs were classified by artificial neural network (ANN). The ANN was trained and examined using the leave-one-out method. As a result, both SWDs and AFs were classified corresctly. Then, to investugate a suitable threshold for on-line SWD detection, the ANN was applied to same EEG date series. As a result, 0.9999 was selected as the suitable threshold. In addition, the same procedure was applied to another 30 minutes of the EEG date series using the selected threshold. As a result, mis-detection ratio increased, however, 0\% of false-alarm ration could be obtained. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Spike-and-Wave Dischareges / Artifact / Artificial Neural Network / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 110, no. 399, MBE2010-91, pp. 65-69, Jan. 2011. | |
| Paper # | MBE2010-91 | |
| Date of Issue | 2011-01-20 (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 | MBE2010-91 |
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| Conference Information | |
| Committee | MBE |
| Conference Date | 2011-01-27 - 2011-01-28 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kagoshima University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME in general |
| Paper Information | |
| Registration To | MBE |
| Conference Code | 2011-01-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of Automatic Magnetic Stimulation System for Epileptic Patients |
| Sub Title (in English) | On-line Detection of Spike-and-Wave Discharges using Artificial Neural Network |
| Keyword(1) | Spike-and-Wave Dischareges |
| Keyword(2) | Artifact |
| Keyword(3) | Artificial Neural Network |
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| 1st Author's Name | Taiga Higuchi |
| 1st Author's Affiliation | Kumamoto University (Kumamoto Univ) |
| 2nd Author's Name | Tomohiko Igasaki |
| 2nd Author's Affiliation | Kumamoto University (Kumamoto Univ) |
| 3rd Author's Name | Yuki Hayashida |
| 3rd Author's Affiliation | Kumamoto University (Kumamoto Univ) |
| 4th Author's Name | Nobuki Murayama |
| 4th Author's Affiliation | Kumamoto University (Kumamoto Univ) |
| 5th Author's Name | Ryuji Neshige |
| 5th Author's Affiliation | Neshige Clinic (Neshige Clinic) |
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| Speaker | Author-1 |
| Date Time | 2011-01-28 10:25:00 |
| Presentation Time | 25 minutes |
| Registration for | MBE |
| Paper # | MBE2010-91 |
| Volume (vol) | vol.110 |
| Number (no) | no.399 |
| Page | pp.65-69 |
| #Pages | 5 |
| Date of Issue | 2011-01-20 (MBE) |
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