Bayesian Stochastic Gradient Descent for Stochastic Optimization with Streaming Input Data

Tianyi Liu, Yifan Lin, Enlu Zhou

We consider stochastic optimization under distributional uncertainty, where the unknown distributional parameter is estimated from streaming data that arrive sequentially over time…