Paper Abstract and Keywords |
Presentation |
2023-03-15 16:35
An Trial to Replace Chaotic Neural Networks with Hidden Markov Models.
-- A Case of Method for Solving Asymmetric Traveling Salesman Problems -- Toshihiro Tachibana, Tomoya Matsuno (Shonan Inst. of Tech.), Masaharu Adachi (Tokyo Denki Univ.), Kaya Nagasawa (Shonan Inst. of Tech.) MSS2022-78 NLP2022-123 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We have proposed a method for adaptive switching between multiple methods using chaotic neural networks. Our research has shown that the switching mechanism using chaotic neural networks can be replaced with a hidden Markov model. The problems that can be solved by the switching mechanism using the hidden Markov model are problems that have been solved once before. Since it is usually not necessary to solve a problem that has been solved once before, the practicality of this method is low. In this paper, by analyzing the problem to be solved, we show that a hidden Markov model can be used to solve a problem similar to a problem that has been solved once. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Chaotic neural network / Asymmetric traveling salesman problem / Hidden Markov model / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 436, NLP2022-123, pp. 81-84, March 2023. |
Paper # |
NLP2022-123 |
Date of Issue |
2023-03-08 (MSS, NLP) |
ISSN |
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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MSS2022-78 NLP2022-123 |
Conference Information |
Committee |
NLP MSS |
Conference Date |
2023-03-15 - 2023-03-17 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2023-03-NLP-MSS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Trial to Replace Chaotic Neural Networks with Hidden Markov Models. |
Sub Title (in English) |
A Case of Method for Solving Asymmetric Traveling Salesman Problems |
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Chaotic neural network |
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Asymmetric traveling salesman problem |
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Hidden Markov model |
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1st Author's Name |
Toshihiro Tachibana |
1st Author's Affiliation |
Shonan Institute of Technology (Shonan Inst. of Tech.) |
2nd Author's Name |
Tomoya Matsuno |
2nd Author's Affiliation |
Shonan Institute of Technology (Shonan Inst. of Tech.) |
3rd Author's Name |
Masaharu Adachi |
3rd Author's Affiliation |
Tokyo Denki University (Tokyo Denki Univ.) |
4th Author's Name |
Kaya Nagasawa |
4th Author's Affiliation |
Shonan Institute of Technology (Shonan Inst. of Tech.) |
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Speaker |
Author-1 |
Date Time |
2023-03-15 16:35:00 |
Presentation Time |
20 minutes |
Registration for |
NLP |
Paper # |
MSS2022-78, NLP2022-123 |
Volume (vol) |
vol.122 |
Number (no) |
no.435(MSS), no.436(NLP) |
Page |
pp.81-84 |
#Pages |
4 |
Date of Issue |
2023-03-08 (MSS, NLP) |
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