242 citations · 1.7k across the 67 of their papers we have counts for
Showing 2012 · stat.MLShow all
2 papers · 2 filters
stat.ML2012★ 6 cited
Learning Topic Models and Latent Bayesian Networks Under Expansion Constraints
Animashree Anandkumar, Daniel Hsu, Adel Javanmard +1
Unsupervised estimation of latent variable models is a fundamental problem central to numerous applications of machine learning and statistics. This work presents a principled appr…
stat.ML2012★ 6 cited
Learning High-Dimensional Mixtures of Graphical Models
A. Anandkumar, D. Hsu, F. Huang +1
We consider unsupervised estimation of mixtures of discrete graphical models, where the class variable corresponding to the mixture components is hidden and each mixture component…