| Presentation | 2003/3/10 III-posed Problems and Solutions in a Forward-propagation Learning Rule of Multi-layered Neural Networks Yoshihiro OHAMA, Naohiro FUKUMURA, Yoji UNO, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The existence of inverse models in motor control has been suggested. We have proposed that the inverse model can be acquired in an artificial multi-layered neural network using a forward-propagation learning rule. In this report, it is proposed that linear equations which may have ill-condition are solved for updating the weights of the forward-propagation learning rule. It was confirmed by computer simulation that the stability of learning depends on not only condition number but also change of singular value distribution of the equations. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | forward-propagation rule / inverse model / layered neural network / system identification / condition number |
| Paper # | NC2002-146 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 2003/3/10(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) | III-posed Problems and Solutions in a Forward-propagation Learning Rule of Multi-layered Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | forward-propagation rule |
| Keyword(2) | inverse model |
| Keyword(3) | layered neural network |
| Keyword(4) | system identification |
| Keyword(5) | condition number |
| 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 | 2003/3/10 |
| Paper # | NC2002-146 |
| Volume (vol) | vol.102 |
| Number (no) | 729 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |