A Novel M-Estimator for Robust PCA

20 December 2011

Papers citing "A Novel M-Estimator for Robust PCA"

24 / 24 papers shown

Title
Convex Parameter Estimation of Perturbed Multivariate Generalized Gaussian Distributions Nora Ouzir Frédéric Pascal J. Pesquet 13 1 0 12 Dec 2023
Closed-Form, Provable, and Robust PCA via Leverage Statistics and Innovation Search M. Rahmani Ping Li 24 4 0 23 Jun 2021
Modal Principal Component Analysis Keishi Sando H. Hino 29 16 0 07 Aug 2020
Outlier Detection and Data Clustering via Innovation Search M. Rahmani P. Li 34 3 0 30 Dec 2019
Robust Group Synchronization via Cycle-Edge Message Passing Gilad Lerman Yunpeng Shi 25 30 0 24 Dec 2019
Parallel Transport Unfolding: A Connection-based Manifold Learning Approach M. Budninskiy G. Yin Leman Feng Y. Tong M. Desbrun 14 19 0 23 Jun 2018
Fast, Parameter free Outlier Identification for Robust PCA V. Menon Sheetal Kalyani 33 2 0 13 Apr 2018
An Overview of Robust Subspace Recovery Gilad Lerman Tyler Maunu 28 130 0 02 Mar 2018
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery Namrata Vaswani T. Bouwmans S. Javed Praneeth Narayanamurthy OOD 35 273 0 26 Nov 2017
A Well-Tempered Landscape for Non-convex Robust Subspace Recovery Tyler Maunu Teng Zhang Gilad Lerman 24 63 0 13 Jun 2017
Robust Sparse Estimation Tasks in High Dimensions Jerry Li 53 27 0 20 Feb 2017
Subspace clustering based on low rank representation and weighted nuclear norm minimization Yu Song Yiquan Wu 21 2 0 12 Oct 2016
Coherence Pursuit: Fast, Simple, and Robust Principal Component Analysis M. Rahmani George Atia 35 134 0 15 Sep 2016
Fast estimation of approximate matrix ranks using spectral densities Shashanka Ubaru Y. Saad A. Seghouane 20 21 0 19 Aug 2016
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 21 505 0 21 Apr 2016
Innovation Pursuit: A New Approach to Subspace Clustering M. Rahmani George Atia 45 52 0 02 Dec 2015
Dual Principal Component Pursuit M. Tsakiris René Vidal 26 96 0 15 Oct 2015
Randomized Robust Subspace Recovery for High Dimensional Data Matrices M. Rahmani George Atia 30 57 0 21 May 2015
Adaptive Stochastic Gradient Descent on the Grassmannian for Robust Low-Rank Subspace Recovery and Clustering Jun He Yue Zhang 35 8 0 12 Dec 2014
Relations among Some Low Rank Subspace Recovery Models Hongyang R. Zhang Zhouchen Lin Chao Zhang Junbin Gao 38 29 0 06 Dec 2014
Robust Orthogonal Complement Principal Component Analysis Yiyuan She Shijie Li Dapeng Wu 32 25 0 05 Oct 2014
Fast, Robust and Non-convex Subspace Recovery Gilad Lerman Tyler Maunu 41 77 0 24 Jun 2014
Geometric median and robust estimation in Banach spaces Stanislav Minsker 56 308 0 06 Aug 2013
Robust subspace recovery by Tyler's M-estimator Teng Zhang 62 28 0 07 Jun 2012