| Presentation | 2004/3/12 Acceleration of game learning with reward propagation in segmented state space Yugo NAGATA, Yu OHIGASHI, Satoru ISHIKAWA, Takashi OMORI, Koji MORIKAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Human can describe the world in discrete representations by recognizing characteristic phenomena in addition to the continuous one. It is thought that the discrete representation enables efficient problem solving. In this paper, we propose a method for finding a passing point which is important for reaching the goal by propagating the obtained reward throuhg the segmented state space. Moreover, we demonstrate that Reinforcement Learning is accelerated by setting a sub-reward at the important states found by our method in a simple video game learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | segmentation of state space / reinforcement learning / game learning / sub-reward |
| Paper # | NC2003-196 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2004/3/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| 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) | Acceleration of game learning with reward propagation in segmented state space |
| Sub Title (in English) | |
| Keyword(1) | segmentation of state space |
| Keyword(2) | reinforcement learning |
| Keyword(3) | game learning |
| Keyword(4) | sub-reward |
| 1st Author's Name | Yugo NAGATA |
| 1st Author's Affiliation | Faculty of Engineering, Hokkaido University() |
| 2nd Author's Name | Yu OHIGASHI |
| 2nd Author's Affiliation | Graduate School of Engineering, Hokkaido University |
| 3rd Author's Name | Satoru ISHIKAWA |
| 3rd Author's Affiliation | Graduate School of Engineering, Hokkaido University |
| 4th Author's Name | Takashi OMORI |
| 4th Author's Affiliation | Graduate School of Engineering, Hokkaido University |
| 5th Author's Name | Koji MORIKAWA |
| 5th Author's Affiliation | Advanced Technology Research Laboratory, Matsushita Electric Industrial Co.,Ltd. |
| Date | 2004/3/12 |
| Paper # | NC2003-196 |
| Volume (vol) | vol.103 |
| Number (no) | 734 |
| Page | pp.pp.- |
| #Pages | 6 |
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