| Presentation | 2004/5/21 A Forward-propagation Learning Rule in Consideration of the Correlation of Propagated-error Yoshihiro OHAMA, Naohiro FUKUMURA, Yoji UNO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have proposed that an inverse model can be acquired in an artificial multi-layered neural network using a forward-propagation (FP) rule but the algorithm of this rule is complex. In this research, FP rule is regarded as a method of the maximum likelihood estimation. A gradient of its logarithmic likelihood function includes the correlation of forward-propagated signals. It is confirmed by computer simulation that a newly devised FP rule achives locally convergence from random states of a multi-layered neural network in contrast to the former FP rule. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | forward-propagation rule / inverse model / motor learning / learning algorithm / maximum likelihood estimation |
| Paper # | NC2004-4 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2004/5/21(1days) |
| Place (in Japanese) | (See Japanese page) |
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| 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 Forward-propagation Learning Rule in Consideration of the Correlation of Propagated-error |
| Sub Title (in English) | |
| Keyword(1) | forward-propagation rule |
| Keyword(2) | inverse model |
| Keyword(3) | motor learning |
| Keyword(4) | learning algorithm |
| Keyword(5) | maximum likelihood estimation |
| 1st Author's Name | Yoshihiro OHAMA |
| 1st Author's Affiliation | Department of Information and Computer Sciences, Toyohashi University of Technology() |
| 2nd Author's Name | Naohiro FUKUMURA |
| 2nd Author's Affiliation | Department of Information and Computer Sciences, Toyohashi University of Technology |
| 3rd Author's Name | Yoji UNO |
| 3rd Author's Affiliation | Department of Information and Computer Sciences, Toyohashi University of Technology |
| Date | 2004/5/21 |
| Paper # | NC2004-4 |
| Volume (vol) | vol.104 |
| Number (no) | 99 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |