On optimal degree selection for polynomial kernel with support vector machines: Theoretical and empirical investigations

Abstract

The key challenge in kernel based learning algorithms is the choice of an appropriate kernel and its optimal parameters. Selecting the optimal degree of a polynomial kernel is critical to ensure good generalisation of the resulting support vector mac