Convergence of a Generalized SMO Algorithm for SVM Classifier Design

Abstract

Convergence of a generalized version of the modified SMO algorithms given by Keerthi et al. for SVM classifier design is proved. The convergence results are also extended to modified SMO algorithms for solving ν-SVM classifier problems.