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robust principal component analysis

62 papers

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Also known as

ROBUST PCA RPCA

Co-occurring keywords

matrix completion (356) outlier detection (319) robust pca (32) low-rank matrix recovery (57) matrix recovery (51) low-rank matrix (174) convex optimization (1321) low-rank approximation (323) matrix decomposition (119) dimensionality reduction (720)

Papers

Online PCA for Contaminated Data NIPS 2013
Greedy Bilateral Sketch, Completion & Smoothing AISTATS 2013
Online Robust PCA via Stochastic Optimization NIPS 2013
Sparse Additive Text Models with Low Rank Background NIPS 2013
Partial Sum Minimization of Singular Values in RPCA for Low-Level Vision ICCV 2013
Sparse Additive Matrix Factorization for Robust PCA and Its Generalization ACML 2012
Regularization Paths with Guarantees for Convex Semidefinite Optimization AISTATS 2012
On the Sample Complexity of Robust PCA NIPS 2012
SpaRCS: Recovering low-rank and sparse matrices from compressive measurements NIPS 2011
Robust PCA via Outlier Pursuit NIPS 2010
Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization NIPS 2009
Robust Kernel Principal Component Analysis NIPS 2008