Cross-Validation, Support Vector Machines and Slice Models

Abstract

We show how to implement the cross-validation technique used in ma- chine learning as a slice model. We describe the formulation in terms of support vector machines and extend the GAMS/DEA interface to allow for e cient solu- tions of linear, mixed integer and simple quadratic slice models under GAMS.