| Presentation | 2016-12-12 The Relationship between Modular Neural Network and Noise Effect Kou Muraoka, Rui Yoshida, Yoshihiro Hayakawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Some of combinatorial optimization problems have problems that the number of solutions to be searched increases with the problem size and the computation cost becomes enormous. As a method to solve these problems, a method using a Neural Network (NN) has been proposed. However, in normal simulation, the parallelism of NN is lost. For this reason, a Modular Neural Network (MNN) has been proposed in which parallel computation is directed and computation is performed among plurality of processors. It is shown that this method improves the solution searching ability by adding fluctuation to the com-munication interval time between processors. In this paper, we investigate the performance of MNN which fluctuates the communication interval time for the 8-Queens problem and the reason for improving the correct answer rate in the viewpoint of noise effect. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Combinatorial optimization problems / Neural Network / Noise effect |
| Paper # | NLP2016-91 |
| Date of Issue | 2016-12-05 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2016/12/12(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Chukyo Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hisato Fujisaka(Hiroshima City Univ.) |
| Vice Chair | Masaharu Adachi(Tokyo Denki Univ.) |
| Secretary | Masaharu Adachi(Konan Univ.) |
| Assistant | Hiroyuki Asahara(Okayama Univ. of Science) / Toshihiro Tachibana(Shonan Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | The Relationship between Modular Neural Network and Noise Effect |
| Sub Title (in English) | |
| Keyword(1) | Combinatorial optimization problems |
| Keyword(2) | Neural Network |
| Keyword(3) | Noise effect |
| 1st Author's Name | Kou Muraoka |
| 1st Author's Affiliation | National Institute of Technology, Sendai College(NIT, Sendai) |
| 2nd Author's Name | Rui Yoshida |
| 2nd Author's Affiliation | National Institute of Technology, Sendai College(NIT, Sendai) |
| 3rd Author's Name | Yoshihiro Hayakawa |
| 3rd Author's Affiliation | National Institute of Technology, Sendai College(NIT, Sendai) |
| Date | 2016-12-12 |
| Paper # | NLP2016-91 |
| Volume (vol) | vol.116 |
| Number (no) | NLP-353 |
| Page | pp.pp.39-44(NLP), |
| #Pages | 6 |
| Date of Issue | 2016-12-05 (NLP) |