Paper Abstract and Keywords |
Presentation |
2017-09-15 16:50
[Short Paper]
Hideaki Hayashi, Seiichi Uchida (Kyushu Univ.), Toshio Tsuji (Hiroshima Univ.) PRMU2017-55 IBISML2017-27 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper proposes a neural network based on the Johnson $S_{rm U}$ distribution that is capable of representing distributions with skewness and kurtosis. In this study, a discriminative model based on the multivariate Johnson $S_{rm U}$ distribution is incorporated into a neural network structure, thereby allowing the calculation of the posterior probability of the input vectors for each class and the determination of model parameters as weight coefficients of the network. In the experiments, the applicability for real biological data is also evaluated via an electromyogram classification experiment. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
pattern recognition / neural network / Johnson distribution / biosignal / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 210, PRMU2017-55, pp. 135-136, Sept. 2017. |
Paper # |
PRMU2017-55 |
Date of Issue |
2017-09-08 (PRMU, 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) |
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PRMU2017-55 IBISML2017-27 |
Conference Information |
Committee |
PRMU IBISML IPSJ-CVIM |
Conference Date |
2017-09-15 - 2017-09-16 |
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(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2017-09-PRMU-IBISML-CVIM |
Language |
Japanese without English title) |
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Keyword(1) |
pattern recognition |
Keyword(2) |
neural network |
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Johnson distribution |
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biosignal |
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1st Author's Name |
Hideaki Hayashi |
1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
2nd Author's Name |
Seiichi Uchida |
2nd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
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Toshio Tsuji |
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Hiroshima University (Hiroshima Univ.) |
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Speaker |
Author-1 |
Date Time |
2017-09-15 16:50:00 |
Presentation Time |
15 minutes |
Registration for |
PRMU |
Paper # |
PRMU2017-55, IBISML2017-27 |
Volume (vol) |
vol.117 |
Number (no) |
no.210(PRMU), no.211(IBISML) |
Page |
pp.135-136 |
#Pages |
2 |
Date of Issue |
2017-09-08 (PRMU, IBISML) |
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