Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants

9 June 2018

Papers citing "Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants"

13 / 13 papers shown

Title
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning Han Guo P. Greengard Eric P. Xing Yoon Kim MQ 123 57 0 20 Nov 2023
Rethinking Point Cloud Filtering: A Non-Local Position Based Approach Jinxi Wang Jincen Jiang Xuequan Lu Meili Wang 3DPC 76 14 0 14 Oct 2021
Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection Xudong Wang L. Miranda-Moreno Lijun Sun 53 13 0 08 Oct 2021
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation HanQin Cai Keaton Hamm Longxiu Huang Jiaqi Li Tao Wang 63 44 0 14 Oct 2020
Robust Low-rank Matrix Completion via an Alternating Manifold Proximal Gradient Continuation Method Minhui Huang Shiqian Ma Lifeng Lai 59 26 0 18 Aug 2020
Performance analysis of weighted low rank model with sparse image histograms for face recognition under lowlevel illumination and occlusion K. Sridhar Raghu vamshi Hemadri CVBM 32 2 0 24 Jul 2020
Fixing Inventory Inaccuracies At Scale Vivek F. Farias Andrew A. Li Tianyi Peng 49 2 0 23 Jun 2020
Riemannian Stochastic Proximal Gradient Methods for Nonsmooth Optimization over the Stiefel Manifold Bokun Wang Shiqian Ma Lingzhou Xue 78 19 0 03 May 2020
Bridging Convex and Nonconvex Optimization in Robust PCA: Noise, Outliers, and Missing Data Yuxin Chen Jianqing Fan Cong Ma Yuling Yan 83 52 0 15 Jan 2020
Deep Autoencoders with Value-at-Risk Thresholding for Unsupervised Anomaly Detection A. Akhriev Jakub Mareˇcek UQCV 58 4 0 09 Dec 2019
Matrix Normal PCA for Interpretable Dimension Reduction and Graphical Noise Modeling Chihao Zhang Kuo Gai Shihua Zhang 51 12 0 25 Nov 2019
Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise A. Akhriev Jakub Mareˇcek Andrea Simonetto 60 8 0 10 Sep 2018
Low Rank Regularization: A Review Zhanxuan Hu Feiping Nie Rong Wang Xuelong Li 57 81 0 14 Aug 2018