Statistical Robustness of Empirical Risks in Machine Learning

Shaoyan Guo, Huifu Xu, Liwei Zhang

This paper studies convergence of empirical risks in reproducing kernel Hilbert spaces (RKHS). A conventional assumption in the existing research is that empirical training data do…