Optimization Over Zonotopes and Training Support Vector Machines

Abstract

We make a connection between classical polytopes called zonotopes and Support Vector Machine (SVM) classifiers. We combine this connection with the ellipsoid method to give some new theoretical results on training SVMs. We also describe some special properties of soft margin C-SVMs as parameter C goes to infinity.

To appear in Workshop on Algorithms and Data Structures, 2001