Robust Principal Component Analysis on Graphs

23 April 2015

Papers citing "Robust Principal Component Analysis on Graphs"

32 / 32 papers shown

Title
Learning Spatial-Temporal Regularized Tensor Sparse RPCA for Background Subtraction B. Alawode S. Javed 72 4 0 27 Sep 2023
Faster Riemannian Newton-type Optimization by Subsampling and Cubic Regularization Yian Deng Tingting Mu 47 1 0 22 Feb 2023
Robust PCA for Anomaly Detection and Data Imputation in Seasonal Time Series Hông-Lan Botterman Julien Roussel Thomas Morzadec A. Jabbari Nicolas Brunel AI4TS 20 3 0 03 Aug 2022
Ensemble Clustering via Co-association Matrix Self-enhancement Yuheng Jia Sirui Tao Ran A. Wang Yongheng Wang 17 29 0 12 May 2022
Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference Y. Chen Lei Cheng Yik-Chung Wu BDL 53 16 0 18 Mar 2022
Self-paced Principal Component Analysis Zhao Kang Hongfei Liu Jiangxin Li Xiaofeng Zhu Ling Tian 30 8 0 25 Jun 2021
Network Representation Learning: From Traditional Feature Learning to Deep Learning Ke Sun Lei Wang Bo Xu Wenhong Zhao S. Teng Xiwei Xu GNN 63 28 0 07 Mar 2021
Matrix Decomposition on Graphs: A Functional View Abhishek Sharma M. Ovsjanikov 38 3 0 05 Feb 2021
Learnable Graph-regularization for Matrix Decomposition Penglong Zhai Shihua Zhang 18 2 0 16 Oct 2020
Multi-way Graph Signal Processing on Tensors: Integrative analysis of irregular geometries Jay S. Stanley III Eric C. Chi Zhengchao Wan 57 24 0 30 Jun 2020
Wasserstein-based Graph Alignment Hermina Petric Maretic Mireille El Gheche Matthias Minder Giovanni Chierchia P. Frossard OT 53 23 0 12 Mar 2020
Matrix Normal PCA for Interpretable Dimension Reduction and Graphical Noise Modeling Chihao Zhang Kuo Gai Shihua Zhang 42 12 0 25 Nov 2019
GOT: An Optimal Transport framework for Graph comparison Hermina Petric Maretic Mireille El Gheche Giovanni Chierchia P. Frossard OT 149 120 0 05 Jun 2019
Clustering-aware Graph Construction: A Joint Learning Perspective Yuheng Jia Hui Liu Junhui Hou Sam Kwong 23 14 0 04 May 2019
Robust Graph Learning from Noisy Data Zhao Kang Haiqi Pan Guosheng Lin Zenglin Xu OOD NoLa 101 257 0 17 Dec 2018
Matrix Recovery with Implicitly Low-Rank Data Xingyu Xie Jianlong Wu Guangcan Liu Jun Wang 33 9 0 09 Nov 2018
Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and Applications Fanhua Shang James Cheng Yuanyuan Liu Zhi-Quan Luo Zhouchen Lin 46 149 0 11 Oct 2018
Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants Shiqian Ma N. Aybat 75 51 0 09 Jun 2018
Large Scale Graph Learning from Smooth Signals Vassilis Kalofolias Nathanael Perraudin 96 82 0 16 Oct 2017
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 442 1,824 0 25 Nov 2016
Multilinear Low-Rank Tensors on Graphs & Applications N. Shahid Francesco Grassi P. Vandergheynst 41 4 0 15 Nov 2016
Laplacian regularized low rank subspace clustering Yu Song Yiquan Wu 23 2 0 24 Oct 2016
Simultaneous Low-rank Component and Graph Estimation for High-dimensional Graph Signals: Application to Brain Imaging Liu Rui Hossein Nejati S. H. Safavi Ngai-Man Cheung 46 23 0 26 Sep 2016
Low-Rank Matrices on Graphs: Generalized Recovery & Applications N. Shahid Nathanael Perraudin P. Vandergheynst 73 1 0 18 May 2016
Laplacian Eigenmaps from Sparse, Noisy Similarity Measurements Keith D. Levin V. Lyzinski 53 14 0 12 Mar 2016
Compressive PCA for Low-Rank Matrices on Graphs N. Shahid Nathanael Perraudin Gilles Puy P. Vandergheynst 66 10 0 05 Feb 2016
How to learn a graph from smooth signals Vassilis Kalofolias 98 516 0 11 Jan 2016
Multi-centrality Graph Spectral Decompositions and their Application to Cyber Intrusion Detection Pin-Yu Chen Sutanay Choudhury Alfred Hero 62 31 0 23 Dec 2015
Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset T. Bouwmans A. Sobral S. Javed Soon Ki Jung E. Zahzah 99 331 0 04 Nov 2015
Linear Shape Deformation Models with Local Support Using Graph-based Structured Matrix Factorisation Florian Bernard P. Gemmar F. Hertel Jorge M. Gonçalves J. Thunberg 86 16 0 28 Oct 2015
Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data Guoxu Zhou Qibin Zhao Yu Zhang T. Adalı Shengli Xie A. Cichocki 89 183 0 29 Aug 2015
Fast Robust PCA on Graphs N. Shahid Nathanael Perraudin Vassilis Kalofolias Gilles Puy P. Vandergheynst 101 110 0 29 Jul 2015