Singularity, Misspecification, and the Convergence Rate of EM

Singularity, Misspecification, and the Convergence Rate of EM

1 October 2018

Michael I. Jordan

Martin J. Wainwright

Papers citing "Singularity, Misspecification, and the Convergence Rate of EM"

12 / 12 papers shown

Title
Sharp Analysis of Expectation-Maximization for Weakly Identifiable Models Raaz Dwivedi Nhat Ho K. Khamaru Martin J. Wainwright Michael I. Jordan Bin Yu 37 33 0 01 Feb 2019
Statistical Inference with Local Optima Yen-Chi Chen 35 9 0 12 Jul 2018
Estimating the Coefficients of a Mixture of Two Linear Regressions by Expectation Maximization Jason M. Klusowski Dana Yang W. Brinda 56 41 0 26 Apr 2017
Simultaneous Clustering and Estimation of Heterogeneous Graphical Models Botao Hao W. Sun Yufeng Liu Guang Cheng 51 80 0 28 Nov 2016
Ten Steps of EM Suffice for Mixtures of Two Gaussians C. Daskalakis Christos Tzamos Manolis Zampetakis 278 122 0 01 Sep 2016
Global analysis of Expectation Maximization for mixtures of two Gaussians Ji Xu Daniel J. Hsu A. Maleki 267 126 0 26 Aug 2016
Regularized EM Algorithms: A Unified Framework and Statistical Guarantees Xinyang Yi Constantine Caramanis 52 81 0 27 Nov 2015
High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality Zhaoran Wang Quanquan Gu Y. Ning Han Liu 146 53 0 30 Dec 2014
Statistical guarantees for the EM algorithm: From population to sample-based analysis Sivaraman Balakrishnan Martin J. Wainwright Bin Yu 307 479 0 09 Aug 2014
Convergence of latent mixing measures in finite and infinite mixture models X. Nguyen 96 184 0 15 Sep 2011
Hypothesis test for normal mixture models: The EM approach Jiahua Chen Pengfei Li VLM 107 190 0 24 Aug 2009
Rejoinder: 2004 IMS Medallion Lecture: Local Rademacher complexities and oracle inequalities in risk minimization V. Koltchinskii 568 196 0 01 Aug 2007