Ebook: Support Vector Machines for Pattern Classification
Author: Professor Dr Shigeo Abe (auth.)
- Tags: Pattern Recognition, Document Preparation and Text Processing, Artificial Intelligence (incl. Robotics), Control Engineering
- Series: Advances in Pattern Recognition
- Year: 2005
- Publisher: Springer London
- Edition: 1st Edition
- Language: English
- pdf
Content:
Front Matter....Pages I-1
Introduction....Pages 3-13
Two-Class Support Vector Machines....Pages 15-82
Multiclass Support Vector Machines....Pages 83-128
Variants of Support Vector Machines....Pages 129-154
Training Methods....Pages 155-188
Feature Selection and Extraction....Pages 189-199
Clustering....Pages 201-208
Kernel-Based Methods....Pages 209-222
Maximum-Margin Multilayer Neural Networks....Pages 223-235
Maximum-Margin Fuzzy Classifiers....Pages 237-263
Function Approximation....Pages 265-296
Back Matter....Pages 297-343
Content:
Front Matter....Pages I-1
Introduction....Pages 3-13
Two-Class Support Vector Machines....Pages 15-82
Multiclass Support Vector Machines....Pages 83-128
Variants of Support Vector Machines....Pages 129-154
Training Methods....Pages 155-188
Feature Selection and Extraction....Pages 189-199
Clustering....Pages 201-208
Kernel-Based Methods....Pages 209-222
Maximum-Margin Multilayer Neural Networks....Pages 223-235
Maximum-Margin Fuzzy Classifiers....Pages 237-263
Function Approximation....Pages 265-296
Back Matter....Pages 297-343
....
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