Support Vector Machines: Theory and Applications

Support Vector Machines – An Introduction....Pages 1-47
Multiple Model Estimation for Nonlinear Classification....Pages 49-76
Componentwise Least Squares Support Vector Machines....Pages 77-98
Active Support Vector Learning with Statistical Queries....Pages 99-111
Local Learning vs. Global Learning: An Introduction to Maxi-Min Margin Machine....Pages 113-131
Active-Set Methods for Support Vector Machines....Pages 133-158
Theoretical and Practical Model Selection Methods for Support Vector Classifiers....Pages 159-179
Adaptive Discriminant and Quasiconformal Kernel Nearest Neighbor Classification....Pages 181-203
Improving the Performance of the Support Vector Machine: Two Geometrical Scaling Methods....Pages 205-218
An Accelerated Robust Support Vector Machine Algorithm....Pages 219-232
Fuzzy Support Vector Machines with Automatic Membership Setting....Pages 233-254
Iterative Single Data Algorithm for Training Kernel Machines from Huge Data Sets: Theory and Performance....Pages 255-274
Kernel Discriminant Learning with Application to Face Recognition....Pages 275-296
Fast Color Texture-Based Object Detection in Images: Application to License Plate Localization....Pages 297-320
Support Vector Machines for Signal Processing....Pages 321-342
Cancer Diagnosis and Protein Secondary Structure Prediction Using Support Vector Machines....Pages 343-363
Gas Sensing Using Support Vector Machines....Pages 365-386
Application of Support Vector Machines in Inverse Problems in Ocean Color Remote Sensing....Pages 387-397
Application of Support Vector Machine to the Detection of Delayed Gastric Emptying from Electrogastrograms....Pages 399-412
Tachycardia Discrimination in Implantable Cardioverter Defibrillators Using Support Vector Machines and Bootstrap Resampling....Pages 413-431