Paper Abstract and Keywords |
Presentation |
2015-06-12 10:15
Dynamics analysis of Modular Neural Network using Toy Model Yoshihiro Hayakawa, Masayuki Matumori (NIT,Sendai) NLP2015-57 CCS2015-19 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Combinatorial optimization problems cause exponential increases of calculation time in terms of a problem size. In case of a neural network solver, faster calculation is prospective, because each neuron is updated in essentially parallel. In fact, a neural network solver is performed using the ordinary differential equation on a computer, so that a calculation speed is not enough yet. Hence, we proposed a modular neural network for the purpose of implementing parallel computation. However the dynamics of this modular neural network is not understood yet. In this report, we propose a Toy model, which consists of minimal neurons, and analyze it. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural Network / Modular / Local Minimum / Optimization Problem / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 77, NLP2015-57, pp. 109-113, June 2015. |
Paper # |
NLP2015-57 |
Date of Issue |
2015-06-04 (NLP, CCS) |
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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NLP2015-57 CCS2015-19 |
Conference Information |
Committee |
NLP CCS |
Conference Date |
2015-06-11 - 2015-06-12 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Waseda Univerisity |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2015-06-NLP-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Dynamics analysis of Modular Neural Network using Toy Model |
Sub Title (in English) |
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Neural Network |
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Modular |
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Local Minimum |
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Optimization Problem |
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1st Author's Name |
Yoshihiro Hayakawa |
1st Author's Affiliation |
National Institute of Technology, Sendai College (NIT,Sendai) |
2nd Author's Name |
Masayuki Matumori |
2nd Author's Affiliation |
National Institute of Technology, Sendai College (NIT,Sendai) |
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Speaker |
Author-1 |
Date Time |
2015-06-12 10:15:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2015-57, CCS2015-19 |
Volume (vol) |
vol.115 |
Number (no) |
no.77(NLP), no.78(CCS) |
Page |
pp.109-113 |
#Pages |
5 |
Date of Issue |
2015-06-04 (NLP, CCS) |
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