Paper Abstract and Keywords |
Presentation |
2017-05-11 14:05
Learning of Neural Network with Coupled Chaotic Map Shu Sato, Chihiro Ikuta, Yuichi Nakamura (NIT, Anan College), Yoko Uwate, Yoshifumi Nishio (Tokushima Univ.) NLP2017-9 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In recent years, research on neural networks has been actively conducted. Neural network refers to the human brain network. A lot of network construction called “multilayered perception” is employed now. The error reverse spread method is the learning method used well in a multilayered perception. However, this method includes what's called the issue of local solution. In this study, I suggest the dropout method using the chaos and CML to solve this problem. Each neuron has a separate chaos and when they are above a certain level, do not perform learning. This research works to solve the local solution problem. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural network / dropout / chaos / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 18, NLP2017-9, pp. 43-46, May 2017. |
Paper # |
NLP2017-9 |
Date of Issue |
2017-05-04 (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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NLP2017-9 |
Conference Information |
Committee |
NLP |
Conference Date |
2017-05-11 - 2017-05-12 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Okayama University of Science |
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etc. |
Paper Information |
Registration To |
NLP |
Conference Code |
2017-05-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Learning of Neural Network with Coupled Chaotic Map |
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Neural network |
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dropout |
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chaos |
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1st Author's Name |
Shu Sato |
1st Author's Affiliation |
National Institute of Technology, Anan College (NIT, Anan College) |
2nd Author's Name |
Chihiro Ikuta |
2nd Author's Affiliation |
National Institute of Technology, Anan College (NIT, Anan College) |
3rd Author's Name |
Yuichi Nakamura |
3rd Author's Affiliation |
National Institute of Technology, Anan College (NIT, Anan College) |
4th Author's Name |
Yoko Uwate |
4th Author's Affiliation |
Tokushima University (Tokushima Univ.) |
5th Author's Name |
Yoshifumi Nishio |
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Tokushima University (Tokushima Univ.) |
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Speaker |
Author-1 |
Date Time |
2017-05-11 14:05:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2017-9 |
Volume (vol) |
vol.117 |
Number (no) |
no.18 |
Page |
pp.43-46 |
#Pages |
4 |
Date of Issue |
2017-05-04 (NLP) |
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