Presentation 2016-01-29
Statistical Mechanics of Perceptron Learning with Noisy Teacher
Arata Honda, Kazushi Ikeda,
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
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
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)