Paper Abstract and Keywords |
Presentation |
2018-01-27 11:20
Stability and periodic orbits in dynamic binary neural newtorks Seitaro Koyama, Shunsuke Aoki, Toshimichi Saito (HU) NLP2017-97 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The dynamic binary neural network is characterized by the signum activation function and ternary connection parameters. Depending on the parameters, the network can generate various binary periodic orbits. This paper analyzes the dynamics of typical network examples. In order to analyze the dynamics, we introduce the two feature quantities which characterize stability and one-bit error correction of periodic orbits. We consider the relationship between the number the cells and stability of periodic orbits. In some sparse network, as the number of the cells increases, stability of periodic orbits tends to be weak. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Dynamic binary neural networks / Associative memories / Periodic orbits / Stability / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 415, NLP2017-97, pp. 59-62, Jan. 2018. |
Paper # |
NLP2017-97 |
Date of Issue |
2018-01-19 (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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NLP2017-97 |
Conference Information |
Committee |
MBE NC NLP |
Conference Date |
2018-01-26 - 2018-01-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kyushu Institute of Technology |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME, generalImplementation of Neuro Computing,Analysis and Modeling of Human Science, |
Paper Information |
Registration To |
NLP |
Conference Code |
2018-01-MBE-NC-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Stability and periodic orbits in dynamic binary neural newtorks |
Sub Title (in English) |
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Keyword(1) |
Dynamic binary neural networks |
Keyword(2) |
Associative memories |
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Periodic orbits |
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Stability |
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1st Author's Name |
Seitaro Koyama |
1st Author's Affiliation |
Hosei University (HU) |
2nd Author's Name |
Shunsuke Aoki |
2nd Author's Affiliation |
Hosei University (HU) |
3rd Author's Name |
Toshimichi Saito |
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Hosei University (HU) |
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Speaker |
Author-1 |
Date Time |
2018-01-27 11:20:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2017-97 |
Volume (vol) |
vol.117 |
Number (no) |
no.415 |
Page |
pp.59-62 |
#Pages |
4 |
Date of Issue |
2018-01-19 (NLP) |
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