Convergence of a generalized SMO algorithm for SVM classifier design

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 nu -SVM classifier problems.