Empirical Risk Minimization for Losses without Variance

Guanhua Fang, Ping Li, Gennady Samorodnitsky

This paper considers an empirical risk minimization problem under heavy-tailed settings, where data does not have finite variance, but only has $p$-th moment with $p\in (1,2)$. In…