| Presentation | 1998/3/13 A Study of Back Propagation Learning with a Time-dependent Periodic Activation Function Yoshitaka TOMONAGA, Masahiro NAKAGAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, we shall investigate the learning ability of a time-dependent periodic activation function applied to a back propagation learning model. The time-dependent periodic activation function under consideration varies from the sine function to the rectangular one with increasing time. In practice we construct a 3-layered neural network model to learn the XOR and 7-point problems. From the simulation result, the range of learning coefficient with 100% success rate in the present model is found to be wider than sinusoidal function, and the mean of learning epochs is less than the latter model. It is found that the dependence on learning coefficient is to be reduced in proposed model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Time-dependent Periodic Activation Function / Chaos / Back Propagation |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 1998/3/13(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of Back Propagation Learning with a Time-dependent Periodic Activation Function |
| Sub Title (in English) | |
| Keyword(1) | Time-dependent Periodic Activation Function |
| Keyword(2) | Chaos |
| Keyword(3) | Back Propagation |
| 1st Author's Name | Yoshitaka TOMONAGA |
| 1st Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering, Nagaoka University of Technology() |
| 2nd Author's Name | Masahiro NAKAGAWA |
| 2nd Author's Affiliation | Department of Electrical Engineering, Faculty of Engineering, Nagaoka University of Technology |
| Date | 1998/3/13 |
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| Volume (vol) | vol.97 |
| Number (no) | 592 |
| Page | pp.pp.- |
| #Pages | 8 |
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