Lower bounds on rate of convergence of cutting plane methods

Abstract In a recent paper Joachims [1] presented SVM-Perf, a cutting plane method (CPM) for training linear Support Vector Machines (SVMs) which converges to an accurate solution in O(1/ 2 ) iterations. By tightening the analysis, Teo et al