On the Consistency of the Bootstrap Approach for Support Vector Machines and Related Kernel Based Methods

Andreas Christmann, Robert Hable

It is shown that bootstrap approximations of support vector machines (SVMs) based on a general convex and smooth loss function and on a general kernel are consistent. This result i…