| Presentation | 2003/12/1 Stochastic Action Selection in Reinforcement Learning Model of Basal Ganglia Kazuhiro MATSUYAMA, Kazuyuki SAMEJIMA, Kenji DOYA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we proposed a computational model about how stochastic action selection is realized in the output nuclei of the basal ganglia, more specifically, substantia nigra pars reticulata(SNr) and internal globus pallidus(Gpi). In order to verify our model, we simulated a firing rate model of action selection given stochastic rewards. Our model could acquire proper actions according to changes in the probability of reward. Furthermore, the simulation suggested that action selection becomes more greedy with an increased activity of the subthalamic nuclei. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | reinforcement learning / basal ganglia stchastic action selection / globus pallidus internal / substantia nicrra nars rptiriilata / BG-Thalamir loop |
| Paper # | NC2003-100 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2003/12/1(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) | Stochastic Action Selection in Reinforcement Learning Model of Basal Ganglia |
| Sub Title (in English) | |
| Keyword(1) | reinforcement learning |
| Keyword(2) | basal ganglia stchastic action selection |
| Keyword(3) | globus pallidus internal |
| Keyword(4) | substantia nicrra nars rptiriilata |
| Keyword(5) | BG-Thalamir loop |
| 1st Author's Name | Kazuhiro MATSUYAMA |
| 1st Author's Affiliation | Nara Institute of Science and Technology : ATR, Computational Neuroscience Laboratories : Creating the Brain, CREST, Japan Science and Technology Corporation() |
| 2nd Author's Name | Kazuyuki SAMEJIMA |
| 2nd Author's Affiliation | ATR, Computational Neuroscience Laboratories : Creating the Brain, CREST, Japan Science and Technology Corporation |
| 3rd Author's Name | Kenji DOYA |
| 3rd Author's Affiliation | Nara Institute of Science and Technology : ATR, Computational Neuroscience Laboratories : Creating the Brain, CREST, Japan Science and Technology Corporation |
| Date | 2003/12/1 |
| Paper # | NC2003-100 |
| Volume (vol) | vol.103 |
| Number (no) | 490 |
| Page | pp.pp.- |
| #Pages | 6 |
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