| Presentation | 2016-12-07 Relation between Stabilization of Periodic Orbit and Sparsification in Dynamic Binary Neural Networks Ryuji Sato, Toshimichi Saito, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies relation between sparsification and stability of desired binary periodic orbits in the dynamic binary neural networks. Depending on the parameters and initial condition, the network can generate various binary periodic orbits. In order to store of a desired periodic orbit, we decide the parameters optionally. We then sparse the network ramdomly. In order to see the network behavior, we introduce two simple feature quantities based on steady states and sparsification of the network. Performing basic numerical experiments, we investigate the usefulness of sparsification in stabilization of desired periodic orbit. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary Neural Networks / Sparsification / Feature quantities |
| Paper # | NC2016-40 |
| Date of Issue | 2016-11-30 (NC) |
| Conference Information | |
| Committee | MBE / NC |
|---|---|
| Conference Date | 2016/12/7(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyohashi University of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
| Vice Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
| Secretary | Kazuki Nakajima(Kogakuin Univ.) / Masafumi Hagiwara(Toyama Pref. Univ.) |
| Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) / Hisanao Akima(Tohoku Univ.) / Yoshihisa Shinozawa(Keio Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Relation between Stabilization of Periodic Orbit and Sparsification in Dynamic Binary Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Binary Neural Networks |
| Keyword(2) | Sparsification |
| Keyword(3) | Feature quantities |
| 1st Author's Name | Ryuji Sato |
| 1st Author's Affiliation | Hosei University(HU) |
| 2nd Author's Name | Toshimichi Saito |
| 2nd Author's Affiliation | Hosei University(HU) |
| Date | 2016-12-07 |
| Paper # | NC2016-40 |
| Volume (vol) | vol.116 |
| Number (no) | NC-343 |
| Page | pp.pp.1-5(NC), |
| #Pages | 5 |
| Date of Issue | 2016-11-30 (NC) |