| Presentation | 2020-03-04 The relationship between psychiatric diseases and less exploratory behaviors Shuhei Hara, Kenji Doya, Takayuki Koga, Yuta Takahashi, Rieko Osu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Less exploratory behaviors are seen in many psychiatric diseases. In our research, healthy subjects completed a behavioral task and filled in questionnaires that measured symptoms of various mental health conditions. By the use of computational model-based analysis, we investigated how much different inverse temperature and learning rate parameters in some psychiatric diseases and considered the roles of each parameter. Fitted one of the reinforcement learning models to actual experimental data, we found that the inverse temperature parameter is correlated with obsessive compulsivity disease and impulsivity both of which are including compulsivity symptoms. In addition, it is indicated that the learning rate is associated with a symptom dimension comprising rumination. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Psychiatric Diseases / Explore/Exploit tradeoff / reinforcement learning |
| Paper # | NC2019-77 |
| Date of Issue | 2020-02-26 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2020/3/4(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | University of Electro Communications |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neuro Computing, Medical Engineering, etc. |
| Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Takashi Watanabe(Tohoku Univ.) |
| Secretary | Kazuyuki Samejima(NAIST) / Takashi Watanabe(NTT) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Yasuyuki Suzuki(Osaka Univ.) / Akihiro Karashima(Tohoku Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | The relationship between psychiatric diseases and less exploratory behaviors |
| Sub Title (in English) | |
| Keyword(1) | Psychiatric Diseases |
| Keyword(2) | Explore/Exploit tradeoff |
| Keyword(3) | reinforcement learning |
| 1st Author's Name | Shuhei Hara |
| 1st Author's Affiliation | Waseda University(Waseda Univ) |
| 2nd Author's Name | Kenji Doya |
| 2nd Author's Affiliation | Okinawa Institute of Science and Technology Graduate University(OIST) |
| 3rd Author's Name | Takayuki Koga |
| 3rd Author's Affiliation | Waseda University(Waseda Univ) |
| 4th Author's Name | Yuta Takahashi |
| 4th Author's Affiliation | Waseda University(Waseda Univ) |
| 5th Author's Name | Rieko Osu |
| 5th Author's Affiliation | Waseda University(Waseda Univ) |
| Date | 2020-03-04 |
| Paper # | NC2019-77 |
| Volume (vol) | vol.119 |
| Number (no) | NC-453 |
| Page | pp.pp.9-14(NC), |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (NC) |