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

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

6 September 2018

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

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Title
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 213 45 0 09 Nov 2019
Sparse and Low-rank Tensor Estimation via Cubic Sketchings Botao Hao Anru R. Zhang Guang Cheng 75 51 0 29 Jan 2018
Dynamic Tensor Clustering W. Sun Lexin Li 48 60 0 24 Aug 2017
Tensor SVD: Statistical and Computational Limits Anru R. Zhang Dong Xia 75 170 0 08 Mar 2017
Homotopy Analysis for Tensor PCA Anima Anandkumar Yuan-bei Deng Rong Ge H. Mobahi 111 43 0 28 Oct 2016
Rate-Optimal Perturbation Bounds for Singular Subspaces with Applications to High-Dimensional Statistics T. Tony Cai Anru R. Zhang 63 156 0 02 May 2016
Optimal Estimation of Low Rank Density Matrices V. Koltchinskii Dong Xia 68 42 0 17 Jul 2015
Tensor principal component analysis via sum-of-squares proofs Samuel B. Hopkins Jonathan Shi David Steurer 120 168 0 12 Jul 2015
Provable Sparse Tensor Decomposition W. Sun Junwei Lu Han Liu Guang Cheng 72 127 0 05 Feb 2015
A statistical model for tensor PCA Andrea Montanari E. Richard 87 266 0 04 Nov 2014
Influential Feature PCA for high dimensional clustering Jiashun Jin Wanjie Wang 151 80 0 20 Jul 2014
Rate Optimal Denoising of Simultaneously Sparse and Low Rank Matrices Dan Yang Zongming Ma A. Buja 92 29 0 02 May 2014
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank- $1$ Updates Anima Anandkumar Rong Ge Majid Janzamin 140 132 0 21 Feb 2014
Sparse PCA: Optimal rates and adaptive estimation Tommaso Cai Zongming Ma Yihong Wu 162 327 0 06 Nov 2012
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 464 1,150 0 29 Oct 2012
Regularized Tensor Factorizations and Higher-Order Principal Components Analysis Genevera I. Allen 126 21 0 11 Feb 2012