Robust PCA via Outlier Pursuit

20 October 2010

Sujay Sanghavi

Papers citing "Robust PCA via Outlier Pursuit"

50 / 82 papers shown

Title
T-Rex: Fitting a Robust Factor Model via Expectation-Maximization Daniel Cederberg 22 0 0 17 May 2025
Subject Information Extraction for Novelty Detection with Domain Shifts Yangyang Qu Dazhi Fu Jicong Fan OOD 70 0 0 30 Apr 2025
Few-Shot Anomaly Detection via Category-Agnostic Registration Learning Chaoqin Huang Haoyan Guan Aofan Jiang Yanfeng Wang Michael W. Spratling Xinchao Wang Ya Zhang 64 0 0 13 Jun 2024
Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination Ilias Diakonikolas Daniel M. Kane Sushrut Karmalkar Ankit Pensia Thanasis Pittas 36 0 0 15 Mar 2024
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing Jikai Jin Zhiyuan Li Kaifeng Lyu S. Du Jason D. Lee MLT 56 34 0 27 Jan 2023
Principal Component Analysis in Space Forms Puoya Tabaghi Michael Khanzadeh Yusu Wang Sivash Mirarab 32 8 0 06 Jan 2023
Bures-Wasserstein Barycenters and Low-Rank Matrix Recovery Tyler Maunu Thibaut Le Gouic Philippe Rigollet 30 5 0 26 Oct 2022
Connective Reconstruction-based Novelty Detection Seyyed Morteza Hashemi Parvaneh Aliniya Parvin Razzaghi OODD 22 0 0 25 Oct 2022
Robust PCA for Anomaly Detection and Data Imputation in Seasonal Time Series Hông-Lan Botterman Julien Roussel Thomas Morzadec A. Jabbari Nicolas Brunel AI4TS 18 3 0 03 Aug 2022
Scrutinizing Shipment Records To Thwart Illegal Timber Trade Debanjan Datta S. Muthiah J. Simeone A. Meadows Naren Ramakrishnan 19 1 0 31 Jul 2022
Personalized PCA: Decoupling Shared and Unique Features Naichen Shi Raed Al Kontar 37 14 0 17 Jul 2022
coVariance Neural Networks Saurabh Sihag Gonzalo Mateos Corey McMillan Alejandro Ribeiro 31 10 0 31 May 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization Chaoqin Huang Qinwei Xu Yanfeng Wang Yu Wang Ya Zhang 39 66 0 13 May 2022
OCFormer: One-Class Transformer Network for Image Classification Prerana Mukherjee C. Roy Swalpa Kumar Roy ViT 22 1 0 25 Apr 2022
DeepTensor: Low-Rank Tensor Decomposition with Deep Network Priors Vishwanath Saragadam Randall Balestriero Ashok Veeraraghavan Richard G. Baraniuk 32 15 0 07 Apr 2022
Adaptive and Robust Multi-Task Learning Yaqi Duan Kaizheng Wang 83 23 0 10 Feb 2022
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 25 2 0 28 Sep 2021
Deep Dual Support Vector Data Description for Anomaly Detection on Attributed Networks Fengbin Zhang Haoyi Fan Ruidong Wang Zuoyong Li Tiancai Liang 24 31 0 01 Sep 2021
Out-of-Distribution Detection Using Outlier Detection Methods Jan Diers Christian Pigorsch OODD 28 3 0 18 Aug 2021
Closed-Form, Provable, and Robust PCA via Leverage Statistics and Innovation Search M. Rahmani Ping Li 24 4 0 23 Jun 2021
Hyperspectral Image Denoising with Log-Based Robust PCA Yang Liu Qian Zhang Yongyong Chen Q. Cheng Chong Peng 10 9 0 25 May 2021
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization Jian-Feng Cai Jingyang Li Dong Xia 51 30 0 16 Mar 2021
Unlabeled Principal Component Analysis and Matrix Completion Yu Yao Liangzu Peng M. Tsakiris 28 13 0 23 Jan 2021
ESAD: End-to-end Deep Semi-supervised Anomaly Detection Chaoqin Huang Fei Ye Peisen Zhao Ya Zhang Yanfeng Wang Qi Tian 27 12 0 09 Dec 2020
Modal Principal Component Analysis Keishi Sando H. Hino 29 16 0 07 Aug 2020
G2D: Generate to Detect Anomaly M. PourReza Bahram Mohammadi Mostafa Khaki Samir Bouindour H. Snoussi Mohammad Sabokrou 16 60 0 20 Jun 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 27 221 0 16 Apr 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 29 62 0 12 Mar 2020
Outlier Detection and Data Clustering via Innovation Search M. Rahmani P. Li 34 3 0 30 Dec 2019
A Bias Trick for Centered Robust Principal Component Analysis Baokun He Guihong Wan H. Schweitzer 17 1 0 19 Nov 2019
Robust Tensor Recovery with Fiber Outliers for Traffic Events Yue Hu D. Work 97 33 0 27 Aug 2019
Multi-view Locality Low-rank Embedding for Dimension Reduction Lin Feng Xiangzhu Meng Huibing Wang 18 20 0 20 May 2019
RES-PCA: A Scalable Approach to Recovering Low-rank Matrices Chong Peng Chenglizhao Chen Zhao Kang Jianbo Li Q. Cheng 42 25 0 16 Apr 2019
A Dictionary-Based Generalization of Robust PCA Part II: Applications to Hyperspectral Demixing Sirisha Rambhatla Xingguo Li Jineng Ren Jarvis Haupt 20 6 0 26 Feb 2019
A Dictionary-Based Generalization of Robust PCA with Applications to Target Localization in Hyperspectral Imaging Sirisha Rambhatla Xingguo Li Jineng Ren Jarvis Haupt 22 2 0 21 Feb 2019
Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants Shiqian Ma N. Aybat 20 51 0 09 Jun 2018
High Dimensional Robust Sparse Regression L. Liu Yanyao Shen Tianyang Li Constantine Caramanis 12 71 0 29 May 2018
Fast, Parameter free Outlier Identification for Robust PCA V. Menon Sheetal Kalyani 33 2 0 13 Apr 2018
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow Xiao Zhang S. Du Quanquan Gu 26 24 0 03 Mar 2018
An Overview of Robust Subspace Recovery Gilad Lerman Tyler Maunu 28 130 0 02 Mar 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 18 685 0 25 Feb 2018
Asynchronous Stochastic Proximal Methods for Nonconvex Nonsmooth Optimization Rui Zhu Di Niu Zongpeng Li 16 4 0 24 Feb 2018
Panoramic Robust PCA for Foreground-Background Separation on Noisy, Free-Motion Camera Video Brian E. Moore Chen Gao R. Nadakuditi 42 38 0 18 Dec 2017
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, Deep and Inductive Anomaly Detection Raghavendra Chalapathy A. Menon Sanjay Chawla 30 161 0 22 Apr 2017
Being Robust (in High Dimensions) Can Be Practical Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 21 252 0 02 Mar 2017
Thresholding based Efficient Outlier Robust PCA Yeshwanth Cherapanamjeri Prateek Jain Praneeth Netrapalli 30 15 0 18 Feb 2017
Outlier Detection for Text Data : An Extended Version R. Kannan Hyenkyun Woo Charu C. Aggarwal Haesun Park 26 49 0 05 Jan 2017
Noise-Tolerant Life-Long Matrix Completion via Adaptive Sampling Maria-Florina Balcan Hongyang R. Zhang 29 37 0 01 Dec 2016