Modified Frank-Wolfe Algorithm for Enhanced Sparsity in Support Vector Machine Classifiers

Carlos M. Alaíz, Johan A. K. Suykens

This work proposes a new algorithm for training a re-weighted L2 Support Vector Machine (SVM), inspired on the re-weighted Lasso algorithm of Candès et al. and on the equivalence b…