Optimal selection of reduced rank estimators of high-dimensional matrices

18 April 2010

Papers citing "Optimal selection of reduced rank estimators of high-dimensional matrices"

32 / 32 papers shown

Title
Reduced-Rank Multi-objective Policy Learning and Optimization Ezinne Nwankwo Michael I. Jordan Angela Zhou OffRL CML 22 0 0 29 Apr 2024
$On properties of fractional posterior in generalized reduced-rank regression$ On properties of fractional posterior in generalized reduced-rank regression The Tien Mai 41 1 0 27 Apr 2024
Flat Minima in Linear Estimation and an Extended Gauss Markov Theorem Simon Segert 39 0 0 18 Nov 2023
Two-sided Matrix Regression Nayel Bettache C. Butucea 35 0 0 08 Mar 2023
Quantized Low-Rank Multivariate Regression with Random Dithering Junren Chen Yueqi Wang Michael Kwok-Po Ng 39 5 0 22 Feb 2023
Tensor Factorization via Transformed Tensor-Tensor Product for Image Alignment Sijia Xia Duo Qiu Xiongjun Zhang 39 5 0 12 Dec 2022
Symphony in the Latent Space: Provably Integrating High-dimensional Techniques with Non-linear Machine Learning Models Qiong Wu Jian Li Zhenming Liu Jun Luo Mihai Cucuringu 36 4 0 01 Dec 2022
Learning Transition Operators From Sparse Space-Time Samples C. Kümmerle Mauro Maggioni Sui Tang 26 1 0 01 Dec 2022
Simultaneous Best Subset Selection and Dimension Reduction via Primal-Dual Iterations Canhong Wen Ruipeng Dong Xueqin Wang Weiyu Li Heping Zhang 26 0 0 29 Nov 2022
Generalization Error Bounds for Multiclass Sparse Linear Classifiers Tomer Levy F. Abramovich 32 5 0 13 Apr 2022
Many Proxy Controls Ben Deaner AI4CE 38 7 0 08 Oct 2021
Sparse Reduced-Rank Regression for Simultaneous Rank and Variable Selection via Manifold Optimization Kohei Yoshikawa Shuichi Kawano 16 6 0 11 Oct 2019
On Cross-validation for Sparse Reduced Rank Regression Yiyuan She Hoang Tran 23 15 0 30 Dec 2018
Capturing Between-Tasks Covariance and Similarities Using Multivariate Linear Mixed Models Aviv Navon Saharon Rosset 18 0 0 10 Dec 2018
Robust Sparse Reduced Rank Regression in High Dimensions Kean Ming Tan Qiang Sun Daniela Witten 27 3 0 18 Oct 2018
Integrative Multi-View Reduced-Rank Regression: Bridging Group-Sparse and Low-Rank Models Gen Li Xiaokang Liu Kun Chen 28 6 0 26 Jul 2018
Sparse inference of the drift of a high-dimensional Ornstein-Uhlenbeck process Stéphane Gaïffas Gustaw Matulewicz 34 27 0 10 Jul 2017
Structured Matrix Estimation and Completion Olga Klopp Yu Lu Alexandre B. Tsybakov Harrison H. Zhou 37 20 0 07 Jul 2017
Robust Regression via Mutivariate Regression Depth Chao Gao 40 48 0 15 Feb 2017
Bayesian sparse multiple regression for simultaneous rank reduction and variable selection Antik Chakraborty A. Bhattacharya Bani Mallick 31 26 0 02 Dec 2016
Fast estimation of approximate matrix ranks using spectral densities Shashanka Ubaru Y. Saad A. Seghouane 20 21 0 19 Aug 2016
Super-resolution reconstruction of hyperspectral images via low rank tensor modeling and total variation regularization Shiying He Haiwei Zhou Yao Wang Wenfei Cao Zhi Han 20 30 0 23 Jan 2016
Robust Reduced Rank Regression Yiyuan She Kun Chen 27 58 0 14 Sep 2015
Adaptive Estimation in Two-way Sparse Reduced-rank Regression Zhuang Ma Zongming Ma Tingni Sun 54 34 0 08 Mar 2014
Noisy low-rank matrix completion with general sampling distribution Olga Klopp 57 203 0 01 Mar 2012
High-dimensional covariance matrix estimation with missing observations Karim Lounici 95 182 0 12 Jan 2012
Accuracy of empirical projections of high-dimensional Gaussian matrices Angelika Rohde 87 3 0 27 Jul 2011
A pseudo-RIP for multivariate regression Christophe Giraud 45 2 0 28 Jun 2011
Reconstruction of a Low-rank Matrix in the Presence of Gaussian Noise A. Shabalin A. Nobel 75 161 0 23 Jul 2010
Reduced Rank Vector Generalized Linear Models for Feature Extraction Yiyuan She 60 24 0 19 Jul 2010
Estimation of high-dimensional low-rank matrices Angelika Rohde Alexandre B. Tsybakov 117 379 0 29 Dec 2009
Convex Optimization Methods for Dimension Reduction and Coefficient Estimation in Multivariate Linear Regression Zhaosong Lu R. Monteiro M. Yuan 96 62 0 04 Apr 2009