Presentation | 1997/5/23 Reinforcement learning algorithm for prediction and control of ball games Shingo Ochiai, Masaki Sano, Yasuji Sawada, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | An interesting question about learning is how an embedded agent call improve performance while acting in complex dynamical environment. Supervised learning is not feasible because precise knowledge of dynamical environment and correct response of agent are not available a priori. As a case study of control problem we choose two types of ball playing games ; shooting in basketball and squash tennis. In both cases, robust and efficient algorithm is needed. We applied the stochastic reinforcement learning method with temporal difference (TD) algorithm for controlling and prediction. The result was successful. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | stochastic reinforcement learning / TD learning / RBF |
Paper # | NC97-10 |
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Conference Information | |
Committee | NC |
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Conference Date | 1997/5/23(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Reinforcement learning algorithm for prediction and control of ball games |
Sub Title (in English) | |
Keyword(1) | stochastic reinforcement learning |
Keyword(2) | TD learning |
Keyword(3) | RBF |
1st Author's Name | Shingo Ochiai |
1st Author's Affiliation | Graduate School of Information Sciences, TOHOKU University() |
2nd Author's Name | Masaki Sano |
2nd Author's Affiliation | Graduate School of Information Sciences, TOHOKU University |
3rd Author's Name | Yasuji Sawada |
3rd Author's Affiliation | Graduate School of Information Sciences, TOHOKU University |
Date | 1997/5/23 |
Paper # | NC97-10 |
Volume (vol) | vol.97 |
Number (no) | 69 |
Page | pp.pp.- |
#Pages | 7 |
Date of Issue |