| Presentation | 2010-03-10 Autonomous Composition of State Space Based on Action History Table in Reinforcement Learning Michio Kimura, Hidehiro Nakano, Arata Miyauchi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In the reinforcement learning, the discrete state space is generally constructed for red environments, and learning agents learn the policy in to each state. A high-dimensional and detailed discretization is often needed in the state input in the real environments. In order to learn practical tasks, it is necessary to reduce a huge computational complexity because of an increase in the number of states. Then, this study aims to reduce the computational complexity in large-scale environments. And, more efficient learning method based on an autonomous composition of state space is presented. Concretely, a method for designing state sets that considers state transitions is proposed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement learning / Autonomous composition of state space / Speeding up |
| Paper # | NLP2009-185 |
| Date of Issue |
| Conference Information | |
| Committee | NLP |
|---|---|
| Conference Date | 2010/3/2(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Autonomous Composition of State Space Based on Action History Table in Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement learning |
| Keyword(2) | Autonomous composition of state space |
| Keyword(3) | Speeding up |
| 1st Author's Name | Michio Kimura |
| 1st Author's Affiliation | Tokyo City University() |
| 2nd Author's Name | Hidehiro Nakano |
| 2nd Author's Affiliation | Tokyo City University |
| 3rd Author's Name | Arata Miyauchi |
| 3rd Author's Affiliation | Tokyo City University |
| Date | 2010-03-10 |
| Paper # | NLP2009-185 |
| Volume (vol) | vol.109 |
| Number (no) | 458 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |