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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

Fast Guaranteed Robust Local-Smooth Principal Component Separation AAAI 2026
TRT: Harnessing Tensor Ring Transformer for Hyperspectral Image Super-Resolution AAAI 2026
Laboring on less labors: RPCA Paradigm for Pan-sharpening ICCV 2025
Multi-Subspace Matrix Recovery from Permuted Data AAAI 2025
RPCANet: Deep Unfolding RPCA Based Infrared Small Target Detection WACV 2024
Robust Principal Component Analysis using Density Power Divergence JMLR 2024
Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024
Improved Algorithms for White-Box Adversarial Streams ICML 2023
Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition CVPR 2023
Projected Robust PCA with Application to Smooth Image Recovery JMLR 2022
Fast and Provable Nonconvex Tensor RPCA ICML 2022
Smooth Robust Tensor Completion for Background/Foreground Separation with Missing Pixels: Novel Algorithm with Convergence Guarantee JMLR 2022
Learned Robust PCA: A Scalable Deep Unfolding Approach for High-Dimensional Outlier Detection NIPS 2021
Adaptive Rank Estimate in Robust Principal Component Analysis CVPR 2021
Accelerating Ill-Conditioned Low-Rank Matrix Estimation via Scaled Gradient Descent JMLR 2021
Robust principal component analysis for generalized multi-view models UAI 2021
Robust Sub-Gaussian Principal Component Analysis and Width-Independent Schatten Packing NIPS 2020
Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis JMLR 2020
A Bias Trick for Centered Robust Principal Component Analysis (Student Abstract) AAAI 2020
Robust Principal Component Analysis-Based Infrared Small Target Detection AAAI 2019
A Nonconvex Projection Method for Robust PCA AAAI 2019
Robust Principal Component Analysis with Adaptive Neighbors NIPS 2019
Non-Convex Matrix Completion and Related Problems via Strong Duality JMLR 2019
Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery NIPS 2019
RES-PCA: A Scalable Approach to Recovering Low-Rank Matrices CVPR 2019