Streaming Bayesian inference: theoretical limits and mini-batch approximate message-passing

Andre Manoel, Florent Krzakala, Eric W. Tramel +1

In statistical learning for real-world large-scale data problems, one must often resort to "streaming" algorithms which operate sequentially on small batches of data. In this work,…