| Presentation | 2019-12-06 Hierarchical prediction error model with echo state network for the auditory local-global oddball paradigm Kosuke Miyoshi, Hiroshi Yamakawa, Koichi Takahashi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | For the animals, it is imporant to capture important changes in the environmental with smaller energy using hierarchical prediction. There exists a hierarchical prediction model such as PredNet, but it uses the global optimization with Back-propagation and its biologically plausible is low. Thus more biologically plausible hierarchical prediction model with the local learning rule is demanded. We propose and impelemnt a hierarchical prediction model with Echo State Network that only uses local learning rule. We investigated vaildity of this model by comparing with the existing neuroscience experiment result. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | predictive coding / hierarchical model / cortical microcircuit / ESN |
| Paper # | MBE2019-55,NC2019-46 |
| Date of Issue | 2019-11-29 (MBE, NC) |
| Conference Information | |
| Committee | NC / MBE |
|---|---|
| Conference Date | 2019/12/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyohashi Tech |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| 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 |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Hierarchical prediction error model with echo state network for the auditory local-global oddball paradigm |
| Sub Title (in English) | |
| Keyword(1) | predictive coding |
| Keyword(2) | hierarchical model |
| Keyword(3) | cortical microcircuit |
| Keyword(4) | ESN |
| 1st Author's Name | Kosuke Miyoshi |
| 1st Author's Affiliation | narrative nights inc.(NN) |
| 2nd Author's Name | Hiroshi Yamakawa |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Koichi Takahashi |
| 3rd Author's Affiliation | RIKEN(RIKEN) |
| Date | 2019-12-06 |
| Paper # | MBE2019-55,NC2019-46 |
| Volume (vol) | vol.119 |
| Number (no) | MBE-327,NC-328 |
| Page | pp.pp.61-65(MBE), pp.61-65(NC), |
| #Pages | 5 |
| Date of Issue | 2019-11-29 (MBE, NC) |