Presentation | 2016-01-29 Statistical Mechanics of Perceptron Learning with Noisy Teacher Arata Honda, Kazushi Ikeda, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Learning curves of simple perceptron were derived here. They have been analyzed for half a century and the learning curve of the perceptron learning with noisy teacher was shown to be non-monotonic. In this work, we analyzed the Adatron learning and the Hebb learning in the same situation in the same way and found that the learning curve of the Adatron learning is non-monotonic while that of the Hebb learning is monotonic. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Perceptron / online learning / nonmonotonic learning curve / statistical mechanics |
Paper # | NC2015-65 |
Date of Issue | 2016-01-21 (NC) |
Conference Information | |
Committee | NC / NLP |
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Conference Date | 2016/1/28(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kyushu Institute of Technology |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Implementation of Neuro Computing,Analysis and Modeling of Human Science, etc |
Chair | Toshimichi Saito(Hosei Univ.) / Kenya Jinno(Nippon Inst. of Tech.) |
Vice Chair | Shigeo Sato(Tohoku Univ.) / Naoto Fujisaka(Hiroshima City Univ.) |
Secretary | Shigeo Sato(Kyushu Inst. of Tech.) / Naoto Fujisaka(Kyoto Sangyo Univ.) |
Assistant | Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) |
Paper Information | |
Registration To | Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Statistical Mechanics of Perceptron Learning with Noisy Teacher |
Sub Title (in English) | |
Keyword(1) | Perceptron |
Keyword(2) | online learning |
Keyword(3) | nonmonotonic learning curve |
Keyword(4) | statistical mechanics |
1st Author's Name | Arata Honda |
1st Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
2nd Author's Name | Kazushi Ikeda |
2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
Date | 2016-01-29 |
Paper # | NC2015-65 |
Volume (vol) | vol.115 |
Number (no) | NC-426 |
Page | pp.pp.45-48(NC), |
#Pages | 4 |
Date of Issue | 2016-01-21 (NC) |