354 citations · 806 across the 36 of their papers we have counts for
Showing 2014 · cs.LGShow all
3 papers · 2 filters
cs.LG2014
Efficiently learning Ising models on arbitrary graphs
Guy Bresler
We consider the problem of reconstructing the graph underlying an Ising model from i.i.d. samples. Over the last fifteen years this problem has been of significant interest in the…
cs.LG2014
Learning graphical models from the Glauber dynamics
Guy Bresler, David Gamarnik, Devavrat Shah
In this paper we consider the problem of learning undirected graphical models from data generated according to the Glauber dynamics. The Glauber dynamics is a Markov chain that seq…
cs.LG2014★ 16 cited
A Latent Source Model for Online Collaborative Filtering
Guy Bresler, George H. Chen, Devavrat Shah
Despite the prevalence of collaborative filtering in recommendation systems, there has been little theoretical development on why and how well it works, especially in the "online"…