| Presentation | 1998/7/27 Discovery of Rules and Improvement of Generalization Power using SFNN and Destructive Structural Learning Algorithm Shinichi Kikuchi, Masakazu Nakanishi, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we got a hint from Ishikawa's stuctural learning algorithm with frgetting to aim at discovery of rules and improvement of generalization power. A new point in order to discovery rules is to apply a new destructive structural learning algorithm to feed-forward neural networks based on layered structure(SFNN, Special Feed-forward Neural Networks). SFNN is a wider concept than a conventional multilayered stucture. Using this system, not only gazing spheres really appear on its structure but also stronger structures are attained in terms of its generalization power. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural networks / SFNN / structural learning / discovery of rules / generalization power |
| Paper # | NC98-34 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 1998/7/27(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) | Discovery of Rules and Improvement of Generalization Power using SFNN and Destructive Structural Learning Algorithm |
| Sub Title (in English) | |
| Keyword(1) | neural networks |
| Keyword(2) | SFNN |
| Keyword(3) | structural learning |
| Keyword(4) | discovery of rules |
| Keyword(5) | generalization power |
| 1st Author's Name | Shinichi Kikuchi |
| 1st Author's Affiliation | Department of Science and Technology Graduate School of Keio University() |
| 2nd Author's Name | Masakazu Nakanishi |
| 2nd Author's Affiliation | Department of Science and Technology Graduate School of Keio University |
| Date | 1998/7/27 |
| Paper # | NC98-34 |
| Volume (vol) | vol.98 |
| Number (no) | 219 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |