A Spectral Algorithm for Latent Dirichlet Allocation

A Spectral Algorithm for Latent Dirichlet Allocation

30 April 2012

Anima Anandkumar

Dean Phillips Foster

Papers citing "A Spectral Algorithm for Latent Dirichlet Allocation"

13 / 13 papers shown

Title
Polynomial-time Tensor Decompositions with Sum-of-Squares Tengyu Ma Jonathan Shi David Steurer 150 120 0 06 Oct 2016
Probabilistic Latent Semantic Analysis Thomas Hofmann 208 2,805 0 23 Jan 2013
A Two-round Variant of EM for Gaussian Mixtures S. Dasgupta Leonard J. Schulman 92 166 0 16 Jan 2013
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 266 1,142 0 29 Oct 2012
Learning mixtures of spherical Gaussians: moment methods and spectral decompositions Daniel J. Hsu Sham Kakade 99 324 0 25 Jun 2012
Provable ICA with Unknown Gaussian Noise, and Implications for Gaussian Mixtures and Autoencoders Sanjeev Arora Rong Ge Ankur Moitra Sushant Sachdeva 104 86 0 23 Jun 2012
Learning Topic Models - Going beyond SVD Sanjeev Arora Rong Ge Ankur Moitra 118 432 0 09 Apr 2012
A Method of Moments for Mixture Models and Hidden Markov Models Anima Anandkumar Daniel J. Hsu Sham Kakade 118 341 0 03 Mar 2012
Spectral Methods for Learning Multivariate Latent Tree Structure Omer Tamuz Ce Liu Daniel J. Hsu Ohad Shamir Serge J. Belongie Tong Zhang 61 250 0 07 Jul 2011
Polynomial Learning of Distribution Families M. Belkin Kaushik Sinha 231 224 0 27 Apr 2010
Settling the Polynomial Learnability of Mixtures of Gaussians Ankur Moitra Gregory Valiant 129 341 0 23 Apr 2010
A Spectral Algorithm for Learning Hidden Markov Models Daniel J. Hsu Sham Kakade Tong Zhang 130 309 0 26 Nov 2008
Isotropic PCA and Affine-Invariant Clustering Charles Brubaker Santosh Vempala 126 150 0 22 Apr 2008