Statistically Optimal and Computationally Efficient Low Rank Tensor Completion from Noisy Entries

14 November 2017

Papers citing "Statistically Optimal and Computationally Efficient Low Rank Tensor Completion from Noisy Entries"

18 / 18 papers shown

Title
Fourier Low-rank and Sparse Tensor for Efficient Tensor Completion Jingyang Li Jiuqian Shang Yang Chen 12 0 0 16 May 2025
A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression Yixuan Zhang Dongyan Yudong Chen Qiaomin Xie 40 0 0 11 Apr 2025
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 50 2 0 28 May 2024
Low-Tubal-Rank Tensor Recovery via Factorized Gradient Descent Zhiyu Liu Zhi Han Yandong Tang Xi-Le Zhao Yao Wang 53 1 0 22 Jan 2024
Provably Accelerating Ill-Conditioned Low-rank Estimation via Scaled Gradient Descent, Even with Overparameterization Cong Ma Xingyu Xu Tian Tong Yuejie Chi 20 9 0 09 Oct 2023
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption HanQin Cai Zehan Chao Longxiu Huang Deanna Needell 39 11 0 06 May 2023
Consensus Knowledge Graph Learning via Multi-view Sparse Low Rank Block Model Tianxi Cai Dong Xia Luwan Zhang D. Zhou 31 1 0 28 Sep 2022
Tensor Completion for Causal Inference with Multivariate Longitudinal Data: A Reevaluation of COVID-19 Mandates Jonathan Auerbach M. Slawski Shixue Zhang 21 0 0 09 Mar 2022
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization Jian-Feng Cai Jingyang Li Dong Xia 51 30 0 16 Mar 2021
TenIPS: Inverse Propensity Sampling for Tensor Completion Chengrun Yang Lijun Ding Ziyang Wu Madeleine Udell 26 8 0 01 Jan 2021
Spectral Methods for Data Science: A Statistical Perspective Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma 46 165 0 15 Dec 2020
Uncertainty quantification for nonconvex tensor completion: Confidence intervals, heteroscedasticity and optimality Changxiao Cai H. Vincent Poor Yuxin Chen 15 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 40 50 0 14 Jun 2020
Tensor Clustering with Planted Structures: Statistical Optimality and Computational Limits Yuetian Luo Anru R. Zhang 44 44 0 21 May 2020
An Optimal Statistical and Computational Framework for Generalized Tensor Estimation Rungang Han Rebecca Willett Anru R. Zhang 27 65 0 26 Feb 2020
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition Bing-Yi Jing Ting Li Zhongyuan Lyu Dong Xia 40 64 0 10 Feb 2020
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 29 44 0 09 Nov 2019
Nearest Neighbors for Matrix Estimation Interpreted as Blind Regression for Latent Variable Model Yihua Li Devavrat Shah Dogyoon Song Chao Yu 15 22 0 13 May 2017