Presentation | 2004/5/21 A Forward-propagation Learning Rule in Consideration of the Correlation of Propagated-error Yoshihiro OHAMA, Naohiro FUKUMURA, Yoji UNO, |
---|---|
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 |
Date of Issue |
Conference Information | |
Committee | NC |
---|---|
Conference Date | 2004/5/21(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | |
Vice Chair | |
Secretary | |
Assistant |
Paper Information | |
Registration To | Neurocomputing (NC) |
---|---|
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 |