| Presentation | 2005/3/22 Reinforcement Learning under Dyanamic Emvironment : Sequential Monte Carlo with Sample Re-initialization Akio TANAKA, Yohei NAKADA, Takashi MATSUMOTO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Reinforcement Learinng (RL) consists of an agent and its environment. The agent learns optimal or sub-optimal action sequence from the available reward. If an agent presumes static environment, while the actual environment changes, it has natural limitations in its performance. This study proposes a new RL algorithm which can cope with abrupt environmental changes within online Bayesian framework. Implementation is accomplished via "Sample Re-initialization" ("Sample Re-drawing") with Sequential Monte Carlo (SMC). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement Learning / Sequential Monte Carlo / Sample Re-initialization / Sample Re-drawing |
| Paper # | NC2004-186 |
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| Committee | NC |
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| Conference Date | 2005/3/22(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) | Reinforcement Learning under Dyanamic Emvironment : Sequential Monte Carlo with Sample Re-initialization |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement Learning |
| Keyword(2) | Sequential Monte Carlo |
| Keyword(3) | Sample Re-initialization |
| Keyword(4) | Sample Re-drawing |
| 1st Author's Name | Akio TANAKA |
| 1st Author's Affiliation | Graduate School of Science and Engineering, Waseda University:Core Research for Evolutional Science and Technology() |
| 2nd Author's Name | Yohei NAKADA |
| 2nd Author's Affiliation | Graduate School of Science and Engineering, Waseda University |
| 3rd Author's Name | Takashi MATSUMOTO |
| 3rd Author's Affiliation | Graduate School of Science and Engineering, Waseda University:Core Research for Evolutional Science and Technology |
| Date | 2005/3/22 |
| Paper # | NC2004-186 |
| Volume (vol) | vol.104 |
| Number (no) | 759 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |