The multi-category support vector machine (MC-SVM) is one of the most popular learning algorithms. There are numerous MC-SVM variants, although different optimization algorithms were developed for diverse machines. In this study, we a new algorithm that can be applied to several variants. based on Frank-Wolfe framework requires two subproblems, direction-finding and line search, in each iterati...