A Note on the Generalization Performance of Kernel Classifiers with MarginAuthors: Theodoros Evgeniou and Massimiliano Pontil . Source: Lecture Notes in Artificial Intelligence Vol. 1968, 2000, 306 - 315.
Abstract.
We present distribution independent bounds on the generalization
misclassification performance of a family of kernel classifiers with margin.
Support Vector Machine classifiers (SVM) stem out of this class of machines.
The bounds are derived through computations of the
©Copyright 2000 Springer |