| Presentation | 2001/4/6 A weight minimization approach to fault tolerant multi-layer neural networks Haruhiko TAKASE, Hidehiko KITA, Terumine HAYASHI, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a new learning algorithm to enhance fault tolerance of multi-layer neural networks (MLN). This method is based on the idea that strong weights make MLN sensitive to faults. To decrease the number of strong weights, we introduce new evaluation function for new learning algorithm. It consists of not only the output error but also the sum of square of weights. With the new evaluation function the learning algorithm works not only minimize output error but also minimize weights. The value of parameter to balance effects of these two terms is decided actively during MLN's training. Next, to perform the proposed method, we apply it to pattern recognition problems. As a result, it is shown that miss recognition ratio and the activity of hidden units are improved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multi-layer neural networks / Fault tolerance / BP algorithm |
| Paper # | CPSY2001-2,FTS2001-2 |
| Date of Issue |
| Conference Information | |
| Committee | CPSY |
|---|---|
| Conference Date | 2001/4/6(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 | Computer Systems (CPSY) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A weight minimization approach to fault tolerant multi-layer neural networks |
| Sub Title (in English) | |
| Keyword(1) | Multi-layer neural networks |
| Keyword(2) | Fault tolerance |
| Keyword(3) | BP algorithm |
| 1st Author's Name | Haruhiko TAKASE |
| 1st Author's Affiliation | Department of Electrical and Electronic Engineering, Faculty of Engineering, Mie University() |
| 2nd Author's Name | Hidehiko KITA |
| 2nd Author's Affiliation | Department of Electrical and Electronic Engineering, Faculty of Engineering, Mie University |
| 3rd Author's Name | Terumine HAYASHI |
| 3rd Author's Affiliation | Department of Electrical and Electronic Engineering, Faculty of Engineering, Mie University |
| Date | 2001/4/6 |
| Paper # | CPSY2001-2,FTS2001-2 |
| Volume (vol) | vol.101 |
| Number (no) | 2 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |