| Paper Abstract and Keywords |
| Presentation |
2012-03-14 17:40
Analysis of Learning Process of Dynamics Binary Neural Networks Yuta Nakayama, Ryo Ito, Toshimichi Saito (HU) NC2011-148 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper studies a dynamic binary neural networks (DBNN) for learning of $N$-bit binary sequence.
We consider that the DBNN can be applied to the switching control by having learned teacher signals with switching patterns of circuits.
In addition, we compare online learning with batch learning and examine the effectiveness of networks obtained by these two learning methods. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Binary Neural Networks / Inverter / Matrix Converter / Genetic Algorithm(GA) / Batch-Learning / Online-Learning / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 483, NC2011-148, pp. 159-164, March 2012. |
| Paper # |
NC2011-148 |
| Date of Issue |
2012-03-07 (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) |
| Download PDF |
NC2011-148 |
| Conference Information |
| Committee |
MBE NC |
| Conference Date |
2012-03-14 - 2012-03-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2012-03-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Analysis of Learning Process of Dynamics Binary Neural Networks |
| Sub Title (in English) |
|
| Keyword(1) |
Binary Neural Networks |
| Keyword(2) |
Inverter |
| Keyword(3) |
Matrix Converter |
| Keyword(4) |
Genetic Algorithm(GA) |
| Keyword(5) |
Batch-Learning |
| Keyword(6) |
Online-Learning |
| Keyword(7) |
|
| Keyword(8) |
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| 1st Author's Name |
Yuta Nakayama |
| 1st Author's Affiliation |
Hosei University (HU) |
| 2nd Author's Name |
Ryo Ito |
| 2nd Author's Affiliation |
Hosei University (HU) |
| 3rd Author's Name |
Toshimichi Saito |
| 3rd Author's Affiliation |
Hosei University (HU) |
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| Speaker |
Author-1 |
| Date Time |
2012-03-14 17:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2011-148 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.483 |
| Page |
pp.159-164 |
| #Pages |
6 |
| Date of Issue |
2012-03-07 (NC) |