| Presentation | 2018-05-19 On Stability of Sparse Binary Neural Networks Seitaro Koyama, Shunsuke Aoki, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The dynamic binary neural network is characterized by ternary connection parameters and the signum activaion function. Depending on connection parameters, the network can generate various binary periodic orbits. This paper studies stability of desired periodic orbits and hardware designs of the network. First, we define local stability of periodic orbits and investigate relationship between connection sparsity and local stability. Second, using Verilog HDL, an elementary FPGA circuit of the network is desgined. Third, a class of general dimensional network is presented for theoretical stability analysis. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dynamic binary neural networks / Associative memories / Periodic orbits / Stability |
| Paper # | NC2018-3 |
| Date of Issue | 2018-05-12 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2018/5/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Univ. of Toyama |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
| Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) |
| Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) |
| Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Stability of Sparse Binary Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Dynamic binary neural networks |
| Keyword(2) | Associative memories |
| Keyword(3) | Periodic orbits |
| Keyword(4) | Stability |
| 1st Author's Name | Seitaro Koyama |
| 1st Author's Affiliation | Hosei University(HU) |
| 2nd Author's Name | Shunsuke Aoki |
| 2nd Author's Affiliation | Hosei University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University(HU) |
| Date | 2018-05-19 |
| Paper # | NC2018-3 |
| Volume (vol) | vol.118 |
| Number (no) | NC-45 |
| Page | pp.pp.9-13(NC), |
| #Pages | 5 |
| Date of Issue | 2018-05-12 (NC) |