| Presentation | 1994/10/13 The Capabilities of A Four-layered Feedforward Neural Network Shin'ichi Tamura, Masahiko Tateishi, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Neural network theorems state that,in the limit of infinitely many hidden units,a four-layered feedforward neural network is equivalent to a three-layered feedforward neural network.In the applications of neural networks,however,we can not use infinitely many hidden units.The capabilities of a neural network with a finite number of hidden units should be studied.In this paper,we first give another proof that a three-layered feedforward network with N-1 hidden units can realize any N input-target relations exactly.Based on the results of the proof,we then construct a four- layered feedforward network which can realize any N input-target relations with an arbitrarily small error using only N , 2+3 hidden units.This shows that a four-layered feedforward network is superior to a three-layered feedforwad network in terms of the number of parameters for a training data realization. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | feedforward neural network / mapping capabilities |
| Paper # | NC94-32 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/10/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| 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) | The Capabilities of A Four-layered Feedforward Neural Network |
| Sub Title (in English) | |
| Keyword(1) | feedforward neural network |
| Keyword(2) | mapping capabilities |
| 1st Author's Name | Shin'ichi Tamura |
| 1st Author's Affiliation | Research Laboratories,Nippondenso Co.,Ltd.() |
| 2nd Author's Name | Masahiko Tateishi |
| 2nd Author's Affiliation | Research Laboratories,Nippondenso Co.,Ltd. |
| Date | 1994/10/13 |
| Paper # | NC94-32 |
| Volume (vol) | vol.94 |
| Number (no) | 272 |
| Page | pp.pp.- |
| #Pages | 6 |
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