| Presentation | 2021-07-06 Pinning Stabilization of Probabilistic Boolean Networks Using Reinforcement Learning Michiaki Takizawa, Koichi Kobayashi, Yuh Yamashita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We consider the pinning stabilization of probabilistic Boolean networks using reinforcement learning. Using reinforcement learning, complex systems such as gene regulatory networks can be controlled by a model-free method. In this paper, we propose a design method of a reward function for choosing pinning nodes such that the system is stabilizable. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | probabilistic Boolean networks / reinforcement learning / feedback stabilization / pinning control |
| Paper # | CAS2021-12,VLD2021-12,SIP2021-22,MSS2021-12 |
| Date of Issue | 2021-06-28 (CAS, VLD, SIP, MSS) |
| Conference Information | |
| Committee | SIP / CAS / VLD / MSS |
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| Conference Date | 2021/7/5(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yukihiro Bandou(NTT) / Hiroki Sato(Sony LSI Design) / Kazutoshi Kobayashi(Kyoto Inst. of Tech.) / Atsuo Ozaki(Osaka Inst. of Tech.) |
| Vice Chair | Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) / Takayuki Nakachi(Ryukyu Univ.) / Yoshinobu Maeda(Niigata Univ.) / Minako Ikeda(NTT) / Shingo Yamaguchi(Yamaguchi Univ.) |
| Secretary | Toshihisa Tanaka(Xiaomi) / Takayuki Nakachi(Takushoku Univ.) / Yoshinobu Maeda(Tokyo Univ. Agri.&Tech.) / Minako Ikeda(Sony LSI Design) / Shingo Yamaguchi(NIT, Toyama college) |
| Assistant | Taichi Yoshida(UEC) / Seisuke Kyochi(Univ. of Kitakyushu) / Motoi Yamaguchi(TECHNOPRO) / Yohei Nakamura(Hitachi) / Takahide Sato(Univ. of Yamanashi) / Yasutoshi Aibara(Murata Manufacturing) / / Masato Shirai(Shimane Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Signal Processing / Technical Committee on Circuits and Systems / Technical Committee on VLSI Design Technologies / Technical Committee on Mathematical Systems Science and its Applications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Pinning Stabilization of Probabilistic Boolean Networks Using Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | probabilistic Boolean networks |
| Keyword(2) | reinforcement learning |
| Keyword(3) | feedback stabilization |
| Keyword(4) | pinning control |
| 1st Author's Name | Michiaki Takizawa |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Koichi Kobayashi |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Yuh Yamashita |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2021-07-06 |
| Paper # | CAS2021-12,VLD2021-12,SIP2021-22,MSS2021-12 |
| Volume (vol) | vol.121 |
| Number (no) | CAS-89,VLD-90,SIP-91,MSS-92 |
| Page | pp.pp.60-63(CAS), pp.60-63(VLD), pp.60-63(SIP), pp.60-63(MSS), |
| #Pages | 4 |
| Date of Issue | 2021-06-28 (CAS, VLD, SIP, MSS) |