Paper Abstract and Keywords |
Presentation |
2016-12-12 16:25
The Relationship between Modular Neural Network and Noise Effect Kou Muraoka, Rui Yoshida, Yoshihiro Hayakawa (NIT, Sendai) NLP2016-91 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Some of combinatorial optimization problems have problems that the number of solutions to be searched increases with the problem size and the computation cost becomes enormous. As a method to solve these problems, a method using a Neural Network (NN) has been proposed. However, in normal simulation, the parallelism of NN is lost. For this reason, a Modular Neural Network (MNN) has been proposed in which parallel computation is directed and computation is performed among plurality of processors. It is shown that this method improves the solution searching ability by adding fluctuation to the com-munication interval time between processors. In this paper, we investigate the performance of MNN which fluctuates the communication interval time for the 8-Queens problem and the reason for improving the correct answer rate in the viewpoint of noise effect. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Combinatorial optimization problems / Neural Network / Noise effect / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 353, NLP2016-91, pp. 39-44, Dec. 2016. |
Paper # |
NLP2016-91 |
Date of Issue |
2016-12-05 (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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NLP2016-91 |
Conference Information |
Committee |
NLP |
Conference Date |
2016-12-12 - 2016-12-13 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Chukyo Univ. |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2016-12-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
The Relationship between Modular Neural Network and Noise Effect |
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Combinatorial optimization problems |
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Neural Network |
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Noise effect |
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1st Author's Name |
Kou Muraoka |
1st Author's Affiliation |
National Institute of Technology, Sendai College (NIT, Sendai) |
2nd Author's Name |
Rui Yoshida |
2nd Author's Affiliation |
National Institute of Technology, Sendai College (NIT, Sendai) |
3rd Author's Name |
Yoshihiro Hayakawa |
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National Institute of Technology, Sendai College (NIT, Sendai) |
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Speaker |
Author-1 |
Date Time |
2016-12-12 16:25:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2016-91 |
Volume (vol) |
vol.116 |
Number (no) |
no.353 |
Page |
pp.39-44 |
#Pages |
6 |
Date of Issue |
2016-12-05 (NLP) |
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