Convex Regularization for High-Dimensional Multi-Response Tensor Regression

3 December 2015

Papers citing "Convex Regularization for High-Dimensional Multi-Response Tensor Regression"

15 / 15 papers shown

Title
A Unified Regularization Approach to High-Dimensional Generalized Tensor Bandits Jiannan Li Yiyang Yang Shaojie Tang Yao Wang 45 0 0 18 Jan 2025
Computational and Statistical Guarantees for Tensor-on-Tensor Regression with Tensor Train Decomposition Zhen Qin Zhihui Zhu 79 4 0 10 Jun 2024
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 52 2 0 28 May 2024
Provably Accelerating Ill-Conditioned Low-rank Estimation via Scaled Gradient Descent, Even with Overparameterization Cong Ma Xingyu Xu Tian Tong Yuejie Chi 23 10 0 09 Oct 2023
Structured Low-Rank Tensors for Generalized Linear Models Batoul Taki Anand D. Sarwate W. Bajwa 31 2 0 05 Aug 2023
Quantized Low-Rank Multivariate Regression with Random Dithering Junren Chen Yueqi Wang Michael Kwok-Po Ng 39 5 0 22 Feb 2023
Decomposable Sparse Tensor on Tensor Regression Haiyi Mao J. Dou 25 1 0 09 Dec 2022
Elliptically-Contoured Tensor-variate Distributions with Application to Improved Image Learning Carlos Llosa-Vite R. Maitra 32 1 0 13 Nov 2022
Tensor-on-Tensor Regression: Riemannian Optimization, Over-parameterization, Statistical-computational Gap, and Their Interplay Yuetian Luo Anru R. Zhang 41 19 0 17 Jun 2022
Generalized Low-rank plus Sparse Tensor Estimation by Fast Riemannian Optimization Jian-Feng Cai Jingyang Li Dong Xia 56 30 0 16 Mar 2021
An Optimal Statistical and Computational Framework for Generalized Tensor Estimation Rungang Han Rebecca Willett Anru R. Zhang 31 65 0 26 Feb 2020
Fast and Scalable Estimator for Sparse and Unit-Rank Higher-Order Regression Models Jiaqi Zhang Beilun Wang 19 0 0 29 Nov 2019
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 37 44 0 09 Nov 2019
High-Dimensional Bernoulli Autoregressive Process with Long-Range Dependence Parthe Pandit Mojtaba Sahraee-Ardakan Arash A. Amini S. Rangan A. Fletcher 28 0 0 19 Mar 2019
Singular vector and singular subspace distribution for the matrix denoising model Z. Bao Xiucai Ding Ke Wang 21 51 0 27 Sep 2018