Paper Abstract and Keywords |
Presentation |
2009-02-28 14:00
Learnming of CA rules for Digital BNN Shutaro Kabeya, Tohru Abe, Toshimichi Saito (HUHosei Univ.) NLP2008-142 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies a GA based learning algorithm of digital binary neural networks for approximation of desired Boolean functions. A GA based learning algorithm is suitable to reduce the number of hidden neurons and to tolerate noise and outliers. We then apply the algorithm to design of cellular automata with rich spatio-temporal patterns and various applications. Performing basic numerical experiment, the algorithm effciency is confirmed. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary Neural Networks / Support Vector Machines / Cellular Automaton / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 108, no. 442, NLP2008-142, pp. 61-64, Feb. 2009. |
Paper # |
NLP2008-142 |
Date of Issue |
2009-02-21 (NLP) |
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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NLP2008-142 |
Conference Information |
Committee |
NLP |
Conference Date |
2009-02-28 - 2009-02-28 |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2009-02-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Learnming of CA rules for Digital BNN |
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Binary Neural Networks |
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Support Vector Machines |
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Cellular Automaton |
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1st Author's Name |
Shutaro Kabeya |
1st Author's Affiliation |
Hosei University. (HUHosei Univ.) |
2nd Author's Name |
Tohru Abe |
2nd Author's Affiliation |
Hosei University. (HUHosei Univ.) |
3rd Author's Name |
Toshimichi Saito |
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Hosei University. (HUHosei Univ.) |
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Speaker |
Author-1 |
Date Time |
2009-02-28 14:00:00 |
Presentation Time |
20 minutes |
Registration for |
NLP |
Paper # |
NLP2008-142 |
Volume (vol) |
vol.108 |
Number (no) |
no.442 |
Page |
pp.61-64 |
#Pages |
4 |
Date of Issue |
2009-02-21 (NLP) |