174 citations · 991 across the 46 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
cs.LG2012★ 2 cited
Tensor decompositions for learning latent variable models
Anima Anandkumar, Rong Ge, Daniel Hsu +2
This work considers a computationally and statistically efficient parameter estimation method for a wide class of latent variable models---including Gaussian mixture models, hidden…
cs.LG2012★ 18 cited
Agglomerative Bregman Clustering
Matus Telgarsky, Sanjoy Dasgupta
This manuscript develops the theory of agglomerative clustering with Bregman divergences. Geometric smoothing techniques are developed to deal with degenerate clusters. To allow fo…
cs.LG2012
Statistical Consistency of Finite-dimensional Unregularized Linear Classification
Matus Telgarsky
This manuscript studies statistical properties of linear classifiers obtained through minimization of an unregularized convex risk over a finite sample. Although the results are ex…