| Presentation | 2023-03-15 An Trial to Replace Chaotic Neural Networks with Hidden Markov Models. Toshihiro Tachibana, Tomoya Matsuno, Masaharu Adachi, Kaya Nagasawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Chaotic neural network / Asymmetric traveling salesman problem / Hidden Markov model |
| Paper # | MSS2022-78,NLP2022-123 |
| Date of Issue | 2023-03-08 (MSS, NLP) |
| Conference Information | |
| Committee | NLP / MSS |
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| Conference Date | 2023/3/15(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akio Tsuneda(Kumamoto Univ.) / Atsuo Ozaki(Osaka Inst. of Tech.) |
| Vice Chair | Hiroyuki Torikai(Hosei Univ.) / Shingo Yamaguchi(Yamaguchi Univ.) |
| Secretary | Hiroyuki Torikai(Sojo Univ.) / Shingo Yamaguchi(Gifu Univ.) |
| Assistant | Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) / Masato Shirai(Shimane Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Mathematical Systems Science and its Applications |
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| Language | JPN |
| 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 |
| Keyword(1) | Chaotic neural network |
| Keyword(2) | Asymmetric traveling salesman problem |
| Keyword(3) | Hidden Markov model |
| 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.) |
| Date | 2023-03-15 |
| Paper # | MSS2022-78,NLP2022-123 |
| Volume (vol) | vol.122 |
| Number (no) | MSS-435,NLP-436 |
| Page | pp.pp.81-84(MSS), pp.81-84(NLP), |
| #Pages | 4 |
| Date of Issue | 2023-03-08 (MSS, NLP) |