Scalable Approximations for Generalized Linear Problems

Murat A. Erdogdu, Mohsen Bayati, Lee H. Dicker

In stochastic optimization, the population risk is generally approximated by the empirical risk. However, in the large-scale setting, minimization of the empirical risk may be comp…