Reduced Convex Hulls: A Geometric Approach to Support Vector Machines [Lecture Notes]

This lecture note presents a geometric interpretation of the support vector machines (SVMs), and it introduces the reduced convex hulls (RCHs). The geometric interpretation is an alternative point of view with a clear physical meaning and paves the way for developing efficient SVM algorithms