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| Presentation | 2013-10-29 13:30 Discussion about the effectiveness of a DS-net and an active neuron model Yoshihiro Hayakawa, Hikaru Okuda (Sendai NCT.), Yuto Watanabe, Koji Nakajima (Tohoku Univ.)  NLP2013-100 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The active neuron model, which means an active region in output space, 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 a serious problem that both the number of synapse connections and calculation time increase rapidly. In this report, we tried to overcome these problems to use the DS-net which has a network with constraints terms and one with a const term. Consequentially we had achieved 100% success rate by avoiding local minima perfectly and had also succeeded to make the calculation time short. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | active neuron model / local minimum problem / higher order synapse connections / DS-net / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 113, no. 271, NLP2013-100, pp. 159-164, Oct. 2013. | |
| Paper # | NLP2013-100 | |
| Date of Issue | 2013-10-21 (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 | NLP2013-100 |
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| Conference Information | |
| Committee | NLP |
| Conference Date | 2013-10-28 - 2013-10-29 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Sanport Hall Takamatsu |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Paper Information | |
| Registration To | NLP |
| Conference Code | 2013-10-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Discussion about the effectiveness of a DS-net and an active neuron model |
| Sub Title (in English) | |
| Keyword(1) | active neuron model |
| Keyword(2) | local minimum problem |
| Keyword(3) | higher order synapse connections |
| Keyword(4) | DS-net |
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| 1st Author's Name | Yoshihiro Hayakawa |
| 1st Author's Affiliation | Sendai National College of Technology (Sendai NCT.) |
| 2nd Author's Name | Hikaru Okuda |
| 2nd Author's Affiliation | Sendai National College of Technology (Sendai NCT.) |
| 3rd Author's Name | Yuto Watanabe |
| 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 | 2013-10-29 13:30:00 |
| Presentation Time | 15 minutes |
| Registration for | NLP |
| Paper # | NLP2013-100 |
| Volume (vol) | vol.113 |
| Number (no) | no.271 |
| Page | pp.159-164 |
| #Pages | 6 |
| Date of Issue | 2013-10-21 (NLP) |
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