Total stability of kernel methods

Andreas Christmann, Daohong Xiang, Ding-Xuan Zhou

Regularized empirical risk minimization using kernels and their corresponding reproducing kernel Hilbert spaces (RKHSs) plays an important role in machine learning. However, the ac…