| Presentation | 2016-10-22 Constructing Multi-Class Classifiers by Combination of 2-Class Layered Neural Networks Shota Utsumi, Keisuke Kameyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Exhaustive code is one of the error correcting codes usable inimproving the accuracy of multi-class classifier by manipulating themisclassifications. When the subdigits of exhaustive code are chosen, conventionally, onlythe Hamming distance between codewords were considered, regardless of theperformances of the 2-class classifiers that generate the digit of anexhaustive code. In this paper, we propose a new method for choosingthe subdigits of exhaustive code, by considering the accuracy of the2-class classifiers and their expected outputs. In the experiments, weconfirmed that the accuracy of the multi-class classification usingthe proposed methods give higherperformances when compared with the conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural networks / error correcting code / two-class classifier / exhaustive code |
| Paper # | BioX2016-18,MBE2016-32,NC2016-17 |
| Date of Issue | 2016-10-15 (BioX, MBE, NC) |
| Conference Information | |
| Committee | MBE / BioX / NC |
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| Conference Date | 2016/10/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Electro-Communication University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Fukuoka(Kogakuin Univ.) / Masakatsu Nishigaki(Shizuoka Univ.) / Shigeo Sato(Tohoku Univ.) |
| Vice Chair | Kazuki Nakajima(Univ. of Toyama) / Akira Otsuka(AIST) / Hiroshi Takano(Toyama Pref. Univ.) / Masafumi Hagiwara(Keio Univ.) |
| Secretary | Kazuki Nakajima(Kogakuin Univ.) / Akira Otsuka(Toyama Pref. Univ.) / Hiroshi Takano(NEC) / Masafumi Hagiwara(AIST) |
| Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) / Masatsugu Ichino(Univ. of Electro-Comm.) / Naoyuki Takada(Secom) / Takahiro Aoki(Fujitsu Labs.) / Hisanao Akima(Tohoku Univ.) / Yoshihisa Shinozawa(Keio Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Biometrics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Constructing Multi-Class Classifiers by Combination of 2-Class Layered Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | neural networks |
| Keyword(2) | error correcting code |
| Keyword(3) | two-class classifier |
| Keyword(4) | exhaustive code |
| 1st Author's Name | Shota Utsumi |
| 1st Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
| 2nd Author's Name | Keisuke Kameyama |
| 2nd Author's Affiliation | University of Tsukuba(Univ. of Tsukuba) |
| Date | 2016-10-22 |
| Paper # | BioX2016-18,MBE2016-32,NC2016-17 |
| Volume (vol) | vol.116 |
| Number (no) | BioX-263,MBE-264,NC-265 |
| Page | pp.pp.7-12(BioX), pp.7-12(MBE), pp.7-12(NC), |
| #Pages | 6 |
| Date of Issue | 2016-10-15 (BioX, MBE, NC) |