Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors

17 April 2014

Gonzalo Mateos

Papers citing "Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors"

37 / 37 papers shown

Title
Learning Spatial-Temporal Regularized Tensor Sparse RPCA for Background Subtraction B. Alawode S. Javed 34 4 0 27 Sep 2023
Robust Data Clustering with Outliers via Transformed Tensor Low-Rank Representation Tong Wu 34 0 0 18 Jul 2023
Application Performance Modeling via Tensor Completion Edward Hutter Edgar Solomonik 24 3 0 18 Oct 2022
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers Arda Sahiner Tolga Ergen Batu Mehmet Ozturkler John M. Pauly Morteza Mardani Mert Pilanci 43 33 0 17 May 2022
GOCPT: Generalized Online Canonical Polyadic Tensor Factorization and Completion Chaoqi Yang Cheng Qian Jimeng Sun 31 5 0 08 May 2022
Streaming Generalized Canonical Polyadic Tensor Decompositions E. Phipps Nicholas T. Johnson T. Kolda 11 5 0 27 Oct 2021
An AO-ADMM approach to constraining PARAFAC2 on all modes M. Roald Carla Schenker Vince D. Calhoun Tülay Adalı R. Bro Jérémy E. Cohen E. Acar 49 23 0 04 Oct 2021
Streaming data preprocessing via online tensor recovery for large environmental sensor networks Yue Hu Ao Qu Yanbing Wang D. Work 13 8 0 01 Sep 2021
Patch Tracking-based Streaming Tensor Ring Completion for Visual Data Recovery Yicong He George Atia 27 9 0 30 May 2021
Multi-version Tensor Completion for Time-delayed Spatio-temporal Data Cheng Qian Nikos Kargas Cao Xiao Lucas Glass N. Sidiropoulos Jimeng Sun 21 3 0 11 May 2021
Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values, and Outliers Dongjin Lee Kijung Shin AI4TS 27 21 0 16 Feb 2021
Active Sampling for Accelerated MRI with Low-Rank Tensors Zichang He Bo Zhao Zheng-Wei Zhang MedIm 18 5 0 23 Dec 2020
Grassmannian Optimization for Online Tensor Completion and Tracking with the t-SVD Kyle Gilman Davoud Ataee Tarzanagh Laura Balzano 21 18 0 30 Jan 2020
Stochastic Gradients for Large-Scale Tensor Decomposition T. Kolda David Hong 28 56 0 04 Jun 2019
Minimax Optimal Online Stochastic Learning for Sequences of Convex Functions under Sub-Gradient Observation Failures Hakan Gokcesu Suleyman Serdar Kozat 11 2 0 19 Apr 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning S. Ravishankar J. C. Ye Jeffrey A. Fessler 13 238 0 04 Apr 2019
Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation Filipe Rodrigues Kristian C. Henrickson Francisco Câmara Pereira 24 64 0 20 Dec 2018
Variational Bayesian Inference for Robust Streaming Tensor Factorization and Completion Cole Hawkins Zheng-Wei Zhang 27 18 0 06 Sep 2018
Matrix completion and extrapolation via kernel regression Pere Giménez-Febrer A. Pagés-Zamora G. Giannakis 19 13 0 01 Aug 2018
OCTen: Online Compression-based Tensor Decomposition Ekta Gujral Ravdeep Pasricha Tianxiong Yang Evangelos E. Papalexakis 14 6 0 03 Jul 2018
Streaming PCA and Subspace Tracking: The Missing Data Case Laura Balzano Yuejie Chi Yue M. Lu 13 84 0 12 Jun 2018
Subspace Network: Deep Multi-Task Censored Regression for Modeling Neurodegenerative Diseases Mengying Sun Inci M. Baytas Liang Zhan Zhangyang Wang Jiayu Zhou 11 9 0 19 Feb 2018
Inductive Framework for Multi-Aspect Streaming Tensor Completion with Side Information M. Nimishakavi Bamdev Mishra Manish Gupta Partha P. Talukdar 24 22 0 18 Feb 2018
Tensor Completion Algorithms in Big Data Analytics Qingquan Song Hancheng Ge James Caverlee Xia Hu 26 229 0 28 Nov 2017
Fast online low-rank tensor subspace tracking by CP decomposition using recursive least squares from incomplete observations Hiroyuki Kasai 19 27 0 29 Sep 2017
SamBaTen: Sampling-based Batch Incremental Tensor Decomposition Ekta Gujral Ravdeep Pasricha Evangelos E. Papalexakis 17 37 0 03 Sep 2017
Stochastic Subsampling for Factorizing Huge Matrices A. Mensch Julien Mairal B. Thirion Gaël Varoquaux 17 30 0 19 Jan 2017
Tensor Decompositions for Identifying Directed Graph Topologies and Tracking Dynamic Networks Yanning Shen Brian Baingana G. Giannakis 22 66 0 26 Oct 2016
Online Categorical Subspace Learning for Sketching Big Data with Misses Yanning Shen Morteza Mardani G. Giannakis 21 16 0 27 Sep 2016
Tracking Tensor Subspaces with Informative Random Sampling for Real-Time MR Imaging Morteza Mardani G. Giannakis K. Uğurbil 18 10 0 14 Sep 2016
Low-rank tensor completion: a Riemannian manifold preconditioning approach Hiroyuki Kasai Bamdev Mishra 9 119 0 26 May 2016
Hankel Matrix Nuclear Norm Regularized Tensor Completion for $N$ -dimensional Exponential Signals Jiaxi Ying Hengfa Lu Qingtao Wei Jian-Feng Cai D. Guo Jihui Wu Zhong Chen X. Qu 13 97 0 06 Apr 2016
Privacy-Preserved Big Data Analysis Based on Asymmetric Imputation Kernels and Multiside Similarities Bo-Wei Chen 6 14 0 25 Mar 2016
Online Low-Rank Subspace Learning from Incomplete Data: A Bayesian View Paris V. Giampouras A. Rontogiannis K. Themelis K. Koutroumbas 20 2 0 11 Feb 2016
An Iterative Reweighted Method for Tucker Decomposition of Incomplete Multiway Tensors Linxiao Yang Jun Fang Hongbin Li B. Zeng 11 0 0 15 Nov 2015
Efficient Online Minimization for Low-Rank Subspace Clustering Jie Shen P. Li Huan Xu 33 2 0 28 Mar 2015
High Dimensional Low Rank plus Sparse Matrix Decomposition M. Rahmani George Atia 91 77 0 01 Feb 2015