| Paper Abstract and Keywords |
| Presentation |
2014-01-21 13:50
Solving Optimization Problems Using DS-net and IDL model Yuto Watanabe (Tohoku Univ.), Yoshihiro Hayakawa (SNCT), Shigeo Sato, Koji Nakajima (Tohoku Univ.) NLP2013-137 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The Inverse function DelayLess (IDL) model has been proposed as one of novel neural models. Since the IDL model can set the approximate unstable region in the output space due to the two effects of the acceleration function and the difference of the equation, it is an effective tool to avoid local minimum problems for the purpose of searching a best solution of combinatorial optimization problem(COP). However, the COP including a cost function, as typified by the Traveling Salesman Problem, required the higher order synapse connections, hence it was serious problem that both the number of synapse connections and calculation time increase rapidly. In this study, we tried to overcome these problems to use the DS-net which has a network with constraints terms and a cost term. Consequentially we achieved 100% success rate by avoiding local minima perfectly and also succeeded to make the calculation time significantly short. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neural Network / DS-net / Inverse Function Delayless Model / Combinatorial Optimization Problem / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 383, NLP2013-137, pp. 45-50, Jan. 2014. |
| Paper # |
NLP2013-137 |
| Date of Issue |
2014-01-14 (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) |
| Download PDF |
NLP2013-137 |
| Conference Information |
| Committee |
NLP |
| Conference Date |
2014-01-21 - 2014-01-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Niseko Park Hotel |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2014-01-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Solving Optimization Problems Using DS-net and IDL model |
| Sub Title (in English) |
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| Keyword(1) |
Neural Network |
| Keyword(2) |
DS-net |
| Keyword(3) |
Inverse Function Delayless Model |
| Keyword(4) |
Combinatorial Optimization Problem |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yuto Watanabe |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Yoshihiro Hayakawa |
| 2nd Author's Affiliation |
Sendai National College of Technology (SNCT) |
| 3rd Author's Name |
Shigeo Sato |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Koji Nakajima |
| 4th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2014-01-21 13:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
NLP |
| Paper # |
NLP2013-137 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.383 |
| Page |
pp.45-50 |
| #Pages |
6 |
| Date of Issue |
2014-01-14 (NLP) |