| Presentation | 2000/2/3 LOGic-Oriented Back Propagation Algorithm Adjusting Decision Levels to Quantize Weight Canges Takeshi KAMIO, Shinichiro TANAKA, Mititada MORISUE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | As both weights and neuron outputs of the logic oriented neural networks(LOGO-NNs)are quantized to integer values, it is expected that LOGO-NNs can be more effectively implemented than the common neural networks. Previosly, we have proposed the back propagation algorithm with a particular derivative for the activation function to design LOGO-NNs successfully. Although this LOGO-BP can reduce the error more rapidly than the classical BP, it is also found that this algorithm dosen't always succeed in learning. In this report, we suggest to adjust the decision levels to quantize the weight changes in order to improve LOGO-BP algorithm in the successful rate for learning. Finally, it is shown by simulations that the proposed LOGO-BP algorithm has good performance for LOGO-NNs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | LOGO neural network / back propagation / quantized weights / multi-level threshold neuron / decision level |
| Paper # | NC99-86 |
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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) | LOGic-Oriented Back Propagation Algorithm Adjusting Decision Levels to Quantize Weight Canges |
| Sub Title (in English) | |
| Keyword(1) | LOGO neural network |
| Keyword(2) | back propagation |
| Keyword(3) | quantized weights |
| Keyword(4) | multi-level threshold neuron |
| Keyword(5) | decision level |
| 1st Author's Name | Takeshi KAMIO |
| 1st Author's Affiliation | Department of Information Machines and Interfaces, Faculty of Information Sciences, Hiroshima City University() |
| 2nd Author's Name | Shinichiro TANAKA |
| 2nd Author's Affiliation | Department of Information Machines and Interfaces, Faculty of Information Sciences, Hiroshima City University |
| 3rd Author's Name | Mititada MORISUE |
| 3rd Author's Affiliation | Department of Information Machines and Interfaces, Faculty of Information Sciences, Hiroshima City University |
| Date | 2000/2/3 |
| Paper # | NC99-86 |
| Volume (vol) | vol.99 |
| Number (no) | 612 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |