Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges

28 May 2024

Papers citing "Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges"

20 / 20 papers shown

Title
Heteroskedastic Tensor Clustering Yuchen Zhou Yuxin Chen 27 4 0 04 Nov 2023
Latent Space Model for Higher-order Networks and Generalized Tensor Decomposition Zhongyuan Lyu Dong Xia Yuan Zhang 53 23 0 30 Jun 2021
High-Dimensional Low-Rank Tensor Autoregressive Time Series Modeling Di Wang Yao Zheng Guodong Li AI4TS 50 35 0 12 Jan 2021
Exact Clustering in Tensor Block Model: Statistical Optimality and Computational Limit Rungang Han Yuetian Luo Miaoyan Wang Anru R. Zhang 77 39 0 18 Dec 2020
Spectral Learning on Matrices and Tensors Majid Janzamin Rong Ge Jean Kossaifi Anima Anandkumar 48 41 0 16 Apr 2020
An Optimal Statistical and Computational Framework for Generalized Tensor Estimation Rungang Han Rebecca Willett Anru R. Zhang 79 66 0 26 Feb 2020
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition Bing-Yi Jing Ting Li Zhongyuan Lyu Dong Xia 55 66 0 10 Feb 2020
Multiway clustering via tensor block models Miaoyan Wang Yuchen Zeng 33 42 0 10 Jun 2019
Factor Models for High-Dimensional Tensor Time Series Rong Chen Dan Yang Cun-Hui Zhang AI4TS 67 92 0 18 May 2019
Optimal Sparse Singular Value Decomposition for High-dimensional High-order Data Anru R. Zhang Rungang Han 93 58 0 06 Sep 2018
On Polynomial Time Methods for Exact Low Rank Tensor Completion Dong Xia M. Yuan 157 76 0 22 Feb 2017
Spectral algorithms for tensor completion Andrea Montanari Nike Sun 134 85 0 23 Dec 2016
Tensor principal component analysis via sum-of-squares proofs Samuel B. Hopkins Jonathan Shi David Steurer 97 164 0 12 Jul 2015
A statistical model for tensor PCA Andrea Montanari E. Richard 65 262 0 04 Nov 2014
Provable Tensor Factorization with Missing Data Prateek Jain Sewoong Oh 171 195 0 11 Jun 2014
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank- $1$ Updates Anima Anandkumar Rong Ge Majid Janzamin 120 131 0 21 Feb 2014
Square Deal: Lower Bounds and Improved Relaxations for Tensor Recovery Cun Mu Bo Huang John N. Wright D. Goldfarb 172 308 0 22 Jul 2013
Convex Tensor Decomposition via Structured Schatten Norm Regularization Ryota Tomioka Taiji Suzuki 59 152 0 26 Mar 2013
Blind Signal Separation in the Presence of Gaussian Noise M. Belkin Luis Rademacher James R. Voss 85 25 0 07 Nov 2012
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 427 1,145 0 29 Oct 2012