| Presentation | 2012-07-30 Determination of the Change Timing of Space Segmentation Using the Entropy for Reinforcement Learning Yuki KOMORI, Akira NOTSU, Katsuhiro HONDA, Hidetomo ICHIHASHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We tested a single pendulum simulation and observed the influence of the several situation space segmentation patterns in reinforcement learning processes in order to propose new determination of the change timing of space segmentation. Its segmentation is performed by Segmentation and Integration method or Contraction Method. Additionally, the entropy, which was defined on action values' distributions was used to get the timing of the changing space segmentation. Simulation results were shown to demonstrate the influence and adaptability of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement learning / Space segmentation / Entropy |
| Paper # | NC2012-15 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/7/23(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) | Determination of the Change Timing of Space Segmentation Using the Entropy for Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement learning |
| Keyword(2) | Space segmentation |
| Keyword(3) | Entropy |
| 1st Author's Name | Yuki KOMORI |
| 1st Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University() |
| 2nd Author's Name | Akira NOTSU |
| 2nd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| 3rd Author's Name | Katsuhiro HONDA |
| 3rd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| 4th Author's Name | Hidetomo ICHIHASHI |
| 4th Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| Date | 2012-07-30 |
| Paper # | NC2012-15 |
| Volume (vol) | vol.112 |
| Number (no) | 168 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |