| Presentation | 2003/3/12 A Model for a Radial-Arms Maze Task using Reinforcement Learning Susumu Yamazaki, Makoto Ito, Shogo Miyake, Shunji Satoh, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We construct a model of a radial-arms maze task for rats in which a higher function of memory is required. We formulate a radial-arms maze task as a reinforcement learning problem. In this model, agent can successfully learn depnding on past memory by adding feedback to an Actor-Critic method that is one of reinforcement learning algorithms. Simulations show that the model explains a result of the behavioral experiment of a rat well. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | radial-arms maze task / reinforcement learning / Actor-Critic method / feedback |
| Paper # | NC2002-224 |
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| Committee | NC |
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| Conference Date | 2003/3/12(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) | A Model for a Radial-Arms Maze Task using Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | radial-arms maze task |
| Keyword(2) | reinforcement learning |
| Keyword(3) | Actor-Critic method |
| Keyword(4) | feedback |
| 1st Author's Name | Susumu Yamazaki |
| 1st Author's Affiliation | Department of Applied Physics, Graduate School of Engineering, Tohoku University() |
| 2nd Author's Name | Makoto Ito |
| 2nd Author's Affiliation | Department of Neurobiology and Behavior, School of Medicine, Gunma University |
| 3rd Author's Name | Shogo Miyake |
| 3rd Author's Affiliation | Department of Applied Physics, Graduate School of Engineering, Tohoku University |
| 4th Author's Name | Shunji Satoh |
| 4th Author's Affiliation | Department of Applied Physics, Graduate School of Engineering, Tohoku University |
| Date | 2003/3/12 |
| Paper # | NC2002-224 |
| Volume (vol) | vol.102 |
| Number (no) | 731 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |