Paper Abstract and Keywords |
Presentation |
2010-11-20 10:55
A Modular Neural Network for Parallel Computation Daisuke Sasaki, Yoshihiro Hayakawa (Sendai NCT) NLP2010-110 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Some of combinatorial optimization problems cause exponential increases of calculation time in terms of a problem size. In case of using a neural network solver, faster calculation is prospective, because each neuron
is updated in essentially parallel. In fact, however, a neural network solver is performed by using the ordinary differential equation on a computer, so that a calculation speed is not enough yet. Hence, in this presentation we propose a modular neural network for the purpose of implementing parallel computation using by PC-Cluster. Each module is assigned to each processor and is calculated in parallel in our proposed modular neural network and we discuss the possibility of improvement of calculation by decreasing communication frequency between processors. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Combinatorial optimization problems / Neural Network / Parallel Computation / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 299, NLP2010-110, pp. 55-60, Nov. 2010. |
Paper # |
NLP2010-110 |
Date of Issue |
2010-11-12 (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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NLP2010-110 |
Conference Information |
Committee |
NLP |
Conference Date |
2010-11-19 - 2010-11-20 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tohoku University (RIEC) |
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(See Japanese page) |
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General |
Paper Information |
Registration To |
NLP |
Conference Code |
2010-11-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Modular Neural Network for Parallel Computation |
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Combinatorial optimization problems |
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Neural Network |
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Parallel Computation |
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1st Author's Name |
Daisuke Sasaki |
1st Author's Affiliation |
Sendai National College of Technology (Sendai NCT) |
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Yoshihiro Hayakawa |
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Sendai National College of Technology (Sendai NCT) |
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Speaker |
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Date Time |
2010-11-20 10:55:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2010-110 |
Volume (vol) |
vol.110 |
Number (no) |
no.299 |
Page |
pp.55-60 |
#Pages |
6 |
Date of Issue |
2010-11-12 (NLP) |
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