Stochastic gradient descent methods for estimation with large data sets

Dustin Tran, Panos Toulis, Edoardo M. Airoldi

We develop methods for parameter estimation in settings with large-scale data sets, where traditional methods are no longer tenable. Our methods rely on stochastic approximations,…