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Nonconvex Low-Rank Tensor Completion from Noisy Data

11 November 2019

Papers citing "Nonconvex Low-Rank Tensor Completion from Noisy Data"

30 / 30 papers shown

Title
A Scalable Factorization Approach for High-Order Structured Tensor Recovery Zhen Qin Michael B. Wakin Zhihui Zhu 7 0 0 19 Jun 2025
On Speeding Up Language Model Evaluation Jin Peng Zhou Christian K. Belardi Ruihan Wu Travis Zhang Carla P. Gomes Wen Sun Kilian Q. Weinberger 153 2 0 08 Jul 2024
Low-Tubal-Rank Tensor Recovery via Factorized Gradient Descent Zhiyu Liu Zhi Han Yandong Tang Xi-Le Zhao Yao Wang 177 1 0 22 Jan 2024
Sharp Analysis of Power Iteration for Tensor PCA Yuchen Wu Kangjie Zhou 156 1 0 02 Jan 2024
Deflated HeteroPCA: Overcoming the curse of ill-conditioning in heteroskedastic PCA Yuchen Zhou Yuxin Chen 71 4 0 10 Mar 2023
A generalizable framework for low-rank tensor completion with numerical priors Shi-Meng Yuan Kaizhu Huang 61 3 0 12 Feb 2023
Sparse random hypergraphs: Non-backtracking spectra and community detection Ludovic Stephan Yizhe Zhu 62 21 0 14 Mar 2022
Causal Matrix Completion Anish Agarwal M. Dahleh Devavrat Shah Dennis Shen CML 457 54 0 30 Sep 2021
Tensor Principal Component Analysis in High Dimensional CP Models Yuefeng Han Cun-Hui Zhang 83 11 0 10 Aug 2021
Inference for Heteroskedastic PCA with Missing Data Yuling Yan Yuxin Chen Jianqing Fan 122 19 0 26 Jul 2021
Initialization and Regularization of Factorized Neural Layers M. Khodak Neil A. Tenenholtz Lester W. Mackey Nicolò Fusi 147 57 0 03 May 2021
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements Tian Tong Cong Ma Ashley Prater-Bennette Erin E. Tripp Yuejie Chi 108 33 0 29 Apr 2021
Low-rank Tensor Estimation via Riemannian Gauss-Newton: Statistical Optimality and Second-Order Convergence Yuetian Luo Anru R. Zhang 157 20 0 24 Apr 2021
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization Jian-Feng Cai Jingyang Li Dong Xia 150 30 0 16 Mar 2021
Implicit Regularization in Tensor Factorization Noam Razin Asaf Maman Nadav Cohen 75 49 0 19 Feb 2021
Beyond the Signs: Nonparametric Tensor Completion via Sign Series Chanwoo Lee Miaoyan Wang 45 5 0 31 Jan 2021
Inference for Low-rank Tensors -- No Need to Debias Dong Xia Anru R. Zhang Yuchen Zhou 89 18 0 29 Dec 2020
Spectral Methods for Data Science: A Statistical Perspective Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma 153 173 0 15 Dec 2020
Uncertainty quantification for nonconvex tensor completion: Confidence intervals, heteroscedasticity and optimality Changxiao Cai H. Vincent Poor Yuxin Chen 118 23 0 15 Jun 2020
An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias Lu Yu Krishnakumar Balasubramanian S. Volgushev Murat A. Erdogdu 106 52 0 14 Jun 2020
Tensor Completion Made Practical Allen Liu Ankur Moitra 50 33 0 04 Jun 2020
Implicit Regularization in Deep Learning May Not Be Explainable by Norms Noam Razin Nadav Cohen 81 156 0 13 May 2020
An Optimal Statistical and Computational Framework for Generalized Tensor Estimation Rungang Han Rebecca Willett Anru R. Zhang 119 70 0 26 Feb 2020
Partially Observed Dynamic Tensor Response Regression Jie Zhou W. Sun Jingfei Zhang Lexin Li 61 24 0 22 Feb 2020
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition Bing-Yi Jing Ting Li Zhongyuan Lyu Dong Xia 84 68 0 10 Feb 2020
The EM Algorithm gives Sample-Optimality for Learning Mixtures of Well-Separated Gaussians Jeongyeol Kwon Constantine Caramanis 48 5 0 02 Feb 2020
Bridging Convex and Nonconvex Optimization in Robust PCA: Noise, Outliers, and Missing Data Yuxin Chen Jianqing Fan Cong Ma Yuling Yan 89 52 0 15 Jan 2020
Robust Max Entrywise Error Bounds for Tensor Estimation from Sparse Observations via Similarity Based Collaborative Filtering Devavrat Shah Chao Yu 57 0 0 03 Aug 2019
Nonconvex Optimization Meets Low-Rank Matrix Factorization: An Overview Yuejie Chi Yue M. Lu Yuxin Chen 75 427 0 25 Sep 2018
Nonconvex Matrix Factorization from Rank-One Measurements Yuanxin Li Cong Ma Yuxin Chen Yuejie Chi 72 51 0 17 Feb 2018