Geometric Insights into Support Vector Machine Behavior using the KKT Conditions

Iain Carmichael, J. S. Marron

The support vector machine (SVM) is a powerful and widely used classification algorithm. This paper uses the Karush-Kuhn-Tucker conditions to provide rigorous mathematical proof fo…