| Presentation | 2019-12-06 Regularization Term of WRH Type Used with Moore-Penrose Inverse for Optimizing Neural Networks Yoshifusa Ito, Hiroyuki Izumi, Cidambi Srinivasan, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Weigend et al. proposed an algorithm for optimizing neural networks, which suppressed the notorious over- tting. They attached a regularization term to the ordinary error cost function. In this paper, we use a regularization term of a similar type with the Moore-Penrose inverse for optimizing one-hidden-layer neural networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural networkBayesian Discriminant functionMoore-Penrose generalized inverseExtreme Learning MachinesWeight eliminationWRH-type |
| Paper # | MBE2019-60,NC2019-51 |
| Date of Issue | 2019-11-29 (MBE, NC) |
| Conference Information | |
| Committee | NC / MBE |
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| 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 |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Regularization Term of WRH Type Used with Moore-Penrose Inverse for Optimizing Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Neural networkBayesian Discriminant functionMoore-Penrose generalized inverseExtreme Learning MachinesWeight eliminationWRH-type |
| 1st Author's Name | Yoshifusa Ito |
| 1st Author's Affiliation | Fujita Health University(FHU) |
| 2nd Author's Name | Hiroyuki Izumi |
| 2nd Author's Affiliation | Aichi Gakuin University(AGU) |
| 3rd Author's Name | Cidambi Srinivasan |
| 3rd Author's Affiliation | University of Kentucky(UK) |
| Date | 2019-12-06 |
| Paper # | MBE2019-60,NC2019-51 |
| Volume (vol) | vol.119 |
| Number (no) | MBE-327,NC-328 |
| Page | pp.pp.89-94(MBE), pp.89-94(NC), |
| #Pages | 6 |
| Date of Issue | 2019-11-29 (MBE, NC) |