Presentation | 2019-10-22 On transition from periodic orbits to fixed points in simple neural networks Yuki Kawamura, Toshimichi Saito, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | A dynamic binary neural network is a recurrent-type neural networkcharacterized by cross-connection parameters and signum activation function. Depending on the parameters, the network can generate various binary periodic orbits. This paper studies transition from a target basic periodic orbit to a set of fixed points. Performing elementary numerical experiments, we have found two typical patterns. First, a target periodic orbit is changed into a set of fixed points via a periodic orbit with long period. Second, a target periodic orbit is changed into transient phenomena and is changed into a set of fixed points. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Dynamic binary neural networks / Periodic oebits |
Paper # | CAS2019-37,NLP2019-77 |
Date of Issue | 2019-10-15 (CAS, NLP) |
Conference Information | |
Committee | NLP / CAS |
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Conference Date | 2019/10/22(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Gifu Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Mathematical modeling, numerical simulation etc. |
Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Taizo Yamawaki(Hitachi) |
Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) / Yasuhiro Takashima(Univ. of Kitakyushu) |
Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) / Yasuhiro Takashima(Kyushu Inst. of Tech.) |
Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Hiroki Sato(Sony LSI Design) / Motoi Yamaguchi(Renesas Electronics) |
Paper Information | |
Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Circuits and Systems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | On transition from periodic orbits to fixed points in simple neural networks |
Sub Title (in English) | |
Keyword(1) | Dynamic binary neural networks |
Keyword(2) | Periodic oebits |
1st Author's Name | Yuki Kawamura |
1st Author's Affiliation | HOSEI University(HU) |
2nd Author's Name | Toshimichi Saito |
2nd Author's Affiliation | HOSEI University(HU) |
Date | 2019-10-22 |
Paper # | CAS2019-37,NLP2019-77 |
Volume (vol) | vol.119 |
Number (no) | CAS-237,NLP-238 |
Page | pp.pp.71-75(CAS), pp.71-75(NLP), |
#Pages | 5 |
Date of Issue | 2019-10-15 (CAS, NLP) |