Flexible low-rank statistical modeling with missing data and side information
type: Item
instance of: scholarly article
title: Flexible low-rank statistical modeling with missing data and side information
zbMATH Open document ID: 1397.62180
DOI: 10.1214/18-STS642
author: William Fithian
author: Rahul Mazumder
published in: Statistical Science
publication date: 2018-10-18T00:00:00Z
full work available at URL: https://projecteuclid.org/euclid.ss/1525313144
Mathematics Subject Classification ID: 62H05
Mathematics Subject Classification ID: 62B10
zbMATH DE Number: 6958379
zbMATH Keywords: matrix completion
zbMATH Keywords: nuclear norm regularization
zbMATH Keywords: matrix factorization
zbMATH Keywords: convex optimization
zbMATH Keywords: missing data
describes a project that uses: PROPACK
describes a project that uses: softImpute
describes a project that uses: Pyglrm
describes a project that uses: LowRankModels
describes a project that uses: PhaseLift
MaRDI profile type: Publication
cites work: A new approach to collaborative filtering: operator estimation with spectral regularization
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cites work: Estimating Linear Restrictions on Regression Coefficients for Multivariate Normal Distributions
cites work: A principal component method to impute missing values for mixed data
cites work: A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
cites work: Q3151174
cites work: Certifiably Optimal Low Rank Factor Analysis
cites work: Q4821526
cites work: Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers
cites work: Local minima and convergence in low-rank semidefinite programming
cites work: A Max-Norm Constrained Minimization Approach to 1-Bit Matrix Completion
cites work: Exact matrix completion via convex optimization
cites work: The Power of Convex Relaxation: Near-Optimal Matrix Completion
cites work: Robust principal component analysis?
cites work: Phase retrieval via matrix completion
cites work: 1-bit matrix completion: PAC-Bayesian analysis of a variational approximation
cites work: 1-Bit matrix completion
cites work: Correspondence analysis of incomplete contingency tables
cites work: First-order methods of smooth convex optimization with inexact oracle
cites work: An Extended Frank--Wolfe Method with “In-Face” Directions, and Its Application to Low-Rank Matrix Completion
cites work: Q5185900
cites work: Penalized discriminant analysis
cites work: Q5251797
cites work: Matrix completion and low-rank SVD via fast alternating least squares
cites work: Low-rank matrix completion using alternating minimization
cites work: Q5262074
cites work: Low-Rank Optimization on the Cone of Positive Semidefinite Matrices
cites work: Matrix Completion From a Few Entries
cites work: Adaptive multinomial matrix completion
cites work: Q3870155
cites work: Spectral regularization algorithms for learning large incomplete matrices
cites work: Restricted strong convexity and weighted matrix completion: Optimal bounds with noise
cites work: Introductory lectures on convex optimization. A basic course.
cites work: Smooth minimization of non-smooth functions
cites work: Bilinear Generalized Approximate Message Passing—Part I: Derivation
cites work: Bilinear Generalized Approximate Message Passing—Part II: Applications
cites work: Multivariate reduced-rank regression
cites work: Inference and missing data
cites work: Learning Theory
cites work: Q4864293
cites work: Probabilistic Principal Component Analysis
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cites work: Dimension Reduction and Coefficient Estimation in Multivariate Linear Regression
description: scientific article; zbMATH DE number 6958379