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Optimal Sparse Singular Value Decomposition for High-dimensional High-order Data

6 September 2018

Papers citing "Optimal Sparse Singular Value Decomposition for High-dimensional High-order Data"

22 / 22 papers shown

Title
Statistical Inference on High Dimensional Gaussian Graphical Regression Models Xuran Meng Jingfei Zhang Yi Li 63 1 0 03 Nov 2024
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 92 3 0 28 May 2024
Sharp minimax optimality of LASSO and SLOPE under double sparsity assumption Zhifan Li Yanhang Zhang J. Yin 63 4 0 18 Aug 2023
Multivariate Analysis for Multiple Network Data via Semi-Symmetric Tensor PCA Michael Weylandt George Michailidis 49 0 0 09 Feb 2022
Tensor Principal Component Analysis in High Dimensional CP Models Yuefeng Han Cun-Hui Zhang 83 11 0 10 Aug 2021
Guaranteed Functional Tensor Singular Value Decomposition Rungang Han Pixu Shi Anru R. Zhang 65 23 0 09 Aug 2021
Sparse Logistic Tensor Decomposition for Binary Data Jianhao Zhang Yoonkyung Lee 38 0 0 27 Jun 2021
Learning Good State and Action Representations via Tensor Decomposition Chengzhuo Ni Yaqi Duan M. Dahleh Anru R. Zhang Mengdi Wang 84 7 0 03 May 2021
Covariate-assisted Sparse Tensor Completion Hilda S Ibriga W. Sun 74 4 0 11 Mar 2021
Inference for Low-rank Tensors -- No Need to Debias Dong Xia Anru R. Zhang Yuchen Zhou 99 18 0 29 Dec 2020
Exact Clustering in Tensor Block Model: Statistical Optimality and Computational Limit Rungang Han Yuetian Luo Miaoyan Wang Anru R. Zhang 122 39 0 18 Dec 2020
Several Approximation Algorithms for Sparse Best Rank-1 Approximation to Higher-Order Tensors Xianpeng Mao Yuning Yang 73 4 0 05 Dec 2020
Optimal High-order Tensor SVD via Tensor-Train Orthogonal Iteration Yuchen Zhou Anru R. Zhang Lili Zheng Yazhen Wang 105 22 0 06 Oct 2020
A Sharp Blockwise Tensor Perturbation Bound for Orthogonal Iteration Yuetian Luo Garvesh Raskutti M. Yuan Anru R. Zhang 81 12 0 06 Aug 2020
Tensor Clustering with Planted Structures: Statistical Optimality and Computational Limits Yuetian Luo Anru R. Zhang 134 46 0 21 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
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
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 221 45 0 09 Nov 2019
Sparse Group Lasso: Optimal Sample Complexity, Convergence Rate, and Statistical Inference T. Tony Cai Anru R. Zhang Yuchen Zhou 42 25 0 21 Sep 2019
Learning Feature Sparse Principal Components Lai Tian Feiping Nie Xuelong Li 100 25 0 23 Apr 2019
Sparse Tensor Additive Regression Botao Hao Boxiang Wang Pengyuan Wang Jingfei Zhang Jian Yang W. Sun MedIm 62 27 0 31 Mar 2019
Heteroskedastic PCA: Algorithm, Optimality, and Applications Anru R. Zhang T. Tony Cai Yihong Wu 197 72 0 19 Oct 2018