Presentation | 2007-11-18 Digital MLP with binary connection parameter and it's application Toru ABE, Toshimichi SAITO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper studies Digital Multi-Layer Perceptron (DLP) characterized by signum activation function and binary connection parameters. The DLP can realize various Boolean functions provided a sufficient number of hidden neurons are used. As a typical example, rules of Binary Cellular Automata (BCA) are used as teacher signals. Applying a simple algorithm, the DLP can learn the rules and can be a robust system than the original ruletable. Performing numerical experiments, we have given basic information for application to spatiotemporal pattern prediction problems. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Digital Multi-Layer Perceptron / Binary Cellular Automaton / robust system / spatiotemporal pattern prediction |
Paper # | NC2007-59 |
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Committee | NC |
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Conference Date | 2007/11/11(1days) |
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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) | Digital MLP with binary connection parameter and it's application |
Sub Title (in English) | |
Keyword(1) | Digital Multi-Layer Perceptron |
Keyword(2) | Binary Cellular Automaton |
Keyword(3) | robust system |
Keyword(4) | spatiotemporal pattern prediction |
1st Author's Name | Toru ABE |
1st Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University() |
2nd Author's Name | Toshimichi SAITO |
2nd Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University |
Date | 2007-11-18 |
Paper # | NC2007-59 |
Volume (vol) | vol.107 |
Number (no) | 328 |
Page | pp.pp.- |
#Pages | 5 |
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