The Equivalence Property of Max Margins

The equivalence property of vector dual norms is shown by introducing the definition of dual norm and the equivalence of vector norms. Basing on arbitrary norm projection on a plane, the equivalence property of max margins on three kinds of norms is proved in this paper. At last, the optimization question and dual question in three general kinds norm of SVM are given, and their applied scope are also proposed.