| Presentation | 2001/1/4 Decision-Making of Human Information Processing on Reinforcement Learning Task Emiko Fujisaki, Ken-ichi Matsumoto, Katsuro Inoue, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Trade-off between "exploration"and "exploitation"is one of the unsolved problems in the reinforcement learning.In this paper, we experiment on nine subjects with reinforcement learning task to specify the factors with which lerners deside their strategy.As the result of the experiment, strategies of learners can be classified into five groups.In addition, we found three major factors in deciding their action ; "the target rewards of the task", "the residual number of actions in the task", and "the current rewards of the task". |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | trade-off between "exploration"and "exploitation" / action strategy / target rewards |
| Paper # | AI2000-64 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2001/1/4(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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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) | Decision-Making of Human Information Processing on Reinforcement Learning Task |
| Sub Title (in English) | |
| Keyword(1) | trade-off between "exploration"and "exploitation" |
| Keyword(2) | action strategy |
| Keyword(3) | target rewards |
| 1st Author's Name | Emiko Fujisaki |
| 1st Author's Affiliation | Graduate School of Information Science Nara Institute of Science and Technology() |
| 2nd Author's Name | Ken-ichi Matsumoto |
| 2nd Author's Affiliation | Graduate School of Information Science Nara Institute of Science and Technology |
| 3rd Author's Name | Katsuro Inoue |
| 3rd Author's Affiliation | Graduate School of Engineering Science, Osaka University |
| Date | 2001/1/4 |
| Paper # | AI2000-64 |
| Volume (vol) | vol.100 |
| Number (no) | 530 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |