| Presentation | 1994/10/13 Construction of Classification Trees Based on Features Provided by Random MLP Qiangfu Zhao, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently,the author has shown that random multilayer perceptrons with cross-layer connections (CLC-MLP) could be used as general purpose feature extractors,and complex patterns could be mapped into linearly separable ones.To gain some insight into the properties of random CLC-MLP,this paper investigates the goodness of features provided by random CLC-MLP using classification trees. A simple method is first introduced to construct binary trees for recognition of binary image patterns.Then,the classification tree approach is applied to invariant recognition of numerics (0-8). Experimental results show that useful features can be extracted automatically by using random CLC-MLP,and the size of classification trees can be greatly reduced. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multilayer perceptron / Classification tree / Cross-Layer Connections / Feature extraction / Pattern recognition |
| Paper # | NC94-35 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 1994/10/13(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Construction of Classification Trees Based on Features Provided by Random MLP |
| Sub Title (in English) | |
| Keyword(1) | Multilayer perceptron |
| Keyword(2) | Classification tree |
| Keyword(3) | Cross-Layer Connections |
| Keyword(4) | Feature extraction |
| Keyword(5) | Pattern recognition |
| 1st Author's Name | Qiangfu Zhao |
| 1st Author's Affiliation | Graduate School of Information Sciences,Tohoku University() |
| Date | 1994/10/13 |
| Paper # | NC94-35 |
| Volume (vol) | vol.94 |
| Number (no) | 272 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |