Presentation | 1998/3/20 An Efficient Way of Using Layered Neural Networks for Multiclass Problems Seiji Ishihara, Takashi Nagano, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In multiclass problems, the increase of class number causes increase of iteration and decrease of recognition rate when utilizing a feedforward neural network with back-propagation algorithm. Furthermore the total number of parameters in the network increases. Our approach to avoid these troubles is to use a modular network architecture. The modular network consists of small modules. In this paper we present that the total number of parameters in the modular network proposed by us becomes smaller than that in the usual non-modular network as the number of classes increases. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | layered neural network / modular network / multiclass problem |
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Committee | NC |
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Conference Date | 1998/3/20(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | An Efficient Way of Using Layered Neural Networks for Multiclass Problems |
Sub Title (in English) | |
Keyword(1) | layered neural network |
Keyword(2) | modular network |
Keyword(3) | multiclass problem |
1st Author's Name | Seiji Ishihara |
1st Author's Affiliation | Department of Industrial and System Engineering, College of Engineering, Hosei University() |
2nd Author's Name | Takashi Nagano |
2nd Author's Affiliation | Department of Industrial and System Engineering, College of Engineering, Hosei University |
Date | 1998/3/20 |
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Volume (vol) | vol.97 |
Number (no) | 624 |
Page | pp.pp.- |
#Pages | 6 |
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