| Presentation | 1998/9/24 Time Dependent Classifier System Masahiro FUKUYORI, Akira HARA, Tomoharu NAGAO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, Time-dependent Classifier System ; TCS is proposed to solve the perceptual aliasing in reinforcement learning as learning proceeds. In TCS, it keeps the constant length of time sequential information, and uses them only when it is necessary to solve the perceptual aliasing. So, the changeable lengths of rules are proposed in TCS using the time tags. And the internal action to detect the information before 1 time-step is used to link the present information to the past information. And the learning method is considered because it is complicated and difficult to learn by TCS. And the several maze problems with partially observable Markov decision processes are experimented to verify TCS's effectiveness. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Classifier System / Reinforcement Learning / Autonomous Agent |
| Paper # | AI98-38 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1998/9/24(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Time Dependent Classifier System |
| Sub Title (in English) | |
| Keyword(1) | Classifier System |
| Keyword(2) | Reinforcement Learning |
| Keyword(3) | Autonomous Agent |
| 1st Author's Name | Masahiro FUKUYORI |
| 1st Author's Affiliation | Imaging Science and Engineering Laboratory, Tokyo Institute of Technology() |
| 2nd Author's Name | Akira HARA |
| 2nd Author's Affiliation | Imaging Science and Engineering Laboratory, Tokyo Institute of Technology |
| 3rd Author's Name | Tomoharu NAGAO |
| 3rd Author's Affiliation | Imaging Science and Engineering Laboratory, Tokyo Institute of Technology |
| Date | 1998/9/24 |
| Paper # | AI98-38 |
| Volume (vol) | vol.98 |
| Number (no) | 296 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |