| Presentation | 2017-05-11 Learning of Neural Network with Coupled Chaotic Map Shu Sato, Chihiro Ikuta, Yuichi Nakamura, Yoko Uwate, Yoshifumi Nishio, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, research on neural networks has been actively conducted. Neural network refers to the human brain network. A lot of network construction called “multilayered perception” is employed now. The error reverse spread method is the learning method used well in a multilayered perception. However, this method includes what's called the issue of local solution. In this study, I suggest the dropout method using the chaos and CML to solve this problem. Each neuron has a separate chaos and when they are above a certain level, do not perform learning. This research works to solve the local solution problem. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural network / dropout / chaos |
| Paper # | NLP2017-9 |
| Date of Issue | 2017-05-04 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2017/5/11(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okayama University of Science |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | etc. |
| 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) | Learning of Neural Network with Coupled Chaotic Map |
| Sub Title (in English) | |
| Keyword(1) | Neural network |
| Keyword(2) | dropout |
| Keyword(3) | chaos |
| 1st Author's Name | Shu Sato |
| 1st Author's Affiliation | National Institute of Technology, Anan College(NIT, Anan College) |
| 2nd Author's Name | Chihiro Ikuta |
| 2nd Author's Affiliation | National Institute of Technology, Anan College(NIT, Anan College) |
| 3rd Author's Name | Yuichi Nakamura |
| 3rd Author's Affiliation | National Institute of Technology, Anan College(NIT, Anan College) |
| 4th Author's Name | Yoko Uwate |
| 4th Author's Affiliation | Tokushima University(Tokushima Univ.) |
| 5th Author's Name | Yoshifumi Nishio |
| 5th Author's Affiliation | Tokushima University(Tokushima Univ.) |
| Date | 2017-05-11 |
| Paper # | NLP2017-9 |
| Volume (vol) | vol.117 |
| Number (no) | NLP-18 |
| Page | pp.pp.43-46(NLP), |
| #Pages | 4 |
| Date of Issue | 2017-05-04 (NLP) |