| Presentation | 2006-11-23 Deterministic Network Learning Based on Classification-Error Rate Kar-Ann Toh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents a new error counting network for pattern classification. Two major issues namely, the tedious iterative network learning issue and the ill-posed classification error counting issue have been addressed. Essentially, a linear series functional approximation to network structure and a smooth quadratic error counting function were proposed to resolve these two major computational issues. Our analysis shows that the new error counting objective can be related to the least-squares error objective by adjusting the class-specific normalization factors. The binary classification network is subsequently extended to cater for multi-category problems. An extensive empirical evaluation based on 42 UCI data sets validates the usefulness of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pattern Classification / Neural Networks / Discriminant Functions / Polynomials and Machine Learning |
| Paper # | PRMU2006-124 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2006/11/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Deterministic Network Learning Based on Classification-Error Rate |
| Sub Title (in English) | |
| Keyword(1) | Pattern Classification |
| Keyword(2) | Neural Networks |
| Keyword(3) | Discriminant Functions |
| Keyword(4) | Polynomials and Machine Learning |
| 1st Author's Name | Kar-Ann Toh |
| 1st Author's Affiliation | Biometrics Engineering Research Center School of Electrical & Electronic Engineering Yonsei University() |
| Date | 2006-11-23 |
| Paper # | PRMU2006-124 |
| Volume (vol) | vol.106 |
| Number (no) | 375 |
| Page | pp.pp.- |
| #Pages | 10 |
| Date of Issue | |