On Empirical Risk Minimization with Dependent and Heavy-Tailed Data

Abhishek Roy, Krishnakumar Balasubramanian, Murat A. Erdogdu

In this work, we establish risk bounds for the Empirical Risk Minimization (ERM) with both dependent and heavy-tailed data-generating processes. We do so by extending the seminal w…