| Presentation | 2000/2/3 A New Error Back Propagation Learning Algorithm for a Layered Neural Network with Nondifferentiable Units Takahumi OOHORI, Shuhei KAMADA, Yasuhiro KOBAYASHI, Yoshitaka KONISHI, Kazuhisa WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a digital version of the back propagation algorithm(DBP)for a three-layered neural network with nondifferentiable binary units. The teacher signals are given to both middle and output layers for the DBP, while they are given only to the output layer for the simple perceptron. The DBP is therefore able to improve the weights not only between the middle and output layers but also between the input and middle layers. The network obtained by the DBP learning is fast and easy for hardware implementations. Simulation results for linearly nonseparable problems such as the XOR show that the DBP outperforms the simple perceptron and is comparable to the conventional BP. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | layered neural network / backpropagation learning / binary unit / simple perceptron / linearly nonseparable problem / XOR problem |
| Paper # | NC99-85 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2000/2/3(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) | A New Error Back Propagation Learning Algorithm for a Layered Neural Network with Nondifferentiable Units |
| Sub Title (in English) | |
| Keyword(1) | layered neural network |
| Keyword(2) | backpropagation learning |
| Keyword(3) | binary unit |
| Keyword(4) | simple perceptron |
| Keyword(5) | linearly nonseparable problem |
| Keyword(6) | XOR problem |
| 1st Author's Name | Takahumi OOHORI |
| 1st Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology() |
| 2nd Author's Name | Shuhei KAMADA |
| 2nd Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| 3rd Author's Name | Yasuhiro KOBAYASHI |
| 3rd Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| 4th Author's Name | Yoshitaka KONISHI |
| 4th Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| 5th Author's Name | Kazuhisa WATANABE |
| 5th Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering Hokkaido Institute of Technology |
| Date | 2000/2/3 |
| Paper # | NC99-85 |
| Volume (vol) | vol.99 |
| Number (no) | 612 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |