Presentation | 2017-07-13 Adaptivity and convergence characteristics of decision making using chaotic semiconductor laser Takatomo Mihana, Yuta Terashima, Makoto Naruse, Song-Ju Kim, Atsushi Uchida, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We numerically investigate decision making based on the tug-of-war theory using fast chaotic temporal waveforms generated from a semiconductor laser. We investigate the effect of the memory parameter with respects to the performance of decision making when the hit probabilities of slot machines are changed in time. We found that the adaptivity of the decision making is improved for small values of the memory parameter, whereas the confergence of the desicion making is better for large values of the memory parameter. We also found that the optimal value of the memory parameter can be obtained by maximizing the average hit rate of the decision making. However, the optimal memory parameter depends on the flip interval of the hit probabilities. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Chaos / Semiconductor laser / Decision making / Bandit problem |
Paper # | NLP2017-35 |
Date of Issue | 2017-07-06 (NLP) |
Conference Information | |
Committee | NLP |
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Conference Date | 2017/7/13(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Miyako Island Marine Terminal |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | etc. |
Chair | Masaharu Adachi(Tokyo Denki Univ.) |
Vice Chair | Norikazu Takahashi(Okayama Univ.) |
Secretary | Norikazu Takahashi(Nagaoka Univ. of Tech.) |
Assistant | Toshihiro Tachibana(Shonan Inst. of Tech.) / Masayuki Kimura(Kyoto Univ.) |
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) | Adaptivity and convergence characteristics of decision making using chaotic semiconductor laser |
Sub Title (in English) | |
Keyword(1) | Chaos |
Keyword(2) | Semiconductor laser |
Keyword(3) | Decision making |
Keyword(4) | Bandit problem |
1st Author's Name | Takatomo Mihana |
1st Author's Affiliation | Saitama University(Saitama Univ.) |
2nd Author's Name | Yuta Terashima |
2nd Author's Affiliation | Saitama University(Saitama Univ.) |
3rd Author's Name | Makoto Naruse |
3rd Author's Affiliation | National Institute of Infomation and Communications Technolory(NICT) |
4th Author's Name | Song-Ju Kim |
4th Author's Affiliation | National Institute for Materials Science(NIMS) |
5th Author's Name | Atsushi Uchida |
5th Author's Affiliation | Saitama University(Saitama Univ.) |
Date | 2017-07-13 |
Paper # | NLP2017-35 |
Volume (vol) | vol.117 |
Number (no) | NLP-121 |
Page | pp.pp.41-46(NLP), |
#Pages | 6 |
Date of Issue | 2017-07-06 (NLP) |