Fast SVM training using approximate extreme points

Manu Nandan, Pramod P. Khargonekar, Sachin S. Talathi

Applications of non-linear kernel Support Vector Machines (SVMs) to large datasets is seriously hampered by its excessive training time. We propose a modification, called the appro…