#### Authors

Saharon Rosset, Robert Tibshirani, Ji Zhu, Trevor Hastie

#### Abstract

In this paper we argue that the choice of the SVM cost parameter can be critical. We then derive an algorithm that can fit the entire path of SVM solutions for every value of the cost parameter, with essentially the same computational cost as fitting one SVM model.