109 citations · 297 across the 6 of their papers we have counts for
Showing 2014Show all
2 papers · 1 filter
cs.LG2014★ 21 cited
Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data
Guy Van den Broeck, Karthika Mohan, Arthur Choi +1
We propose an efficient family of algorithms to learn the parameters of a Bayesian network from incomplete data. In contrast to textbook approaches such as EM and the gradient meth…
stat.ML2014★ 81 cited
Learning Graphical Models With Hubs
Kean Ming Tan, Palma London, Karthik Mohan +3
We consider the problem of learning a high-dimensional graphical model in which certain hub nodes are highly-connected to many other nodes. Many authors have studied the use of an…