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Inference for low-rank models (Q6177325)

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scientific article; zbMATH DE number 7732749

Language	Label	Description	Also known as
English	Inference for low-rank models	scientific article; zbMATH DE number 7732749

Statements

scholarly article

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Inference for low-rank models (English)

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Victor Chernozhukov

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Christian Hansen

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The Annals of Statistics

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publication date

31 August 2023

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full work available at URL

https://arxiv.org/abs/2107.02602

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https://projecteuclid.org/journals/annals-of-statistics/volume-51/issue-3/Inference-for-low-rank-models/10.1214/23-AOS2293.full

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zbMATH Keywords

singular value thresholding

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sample splitting

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incoherent eigenvectors

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MaRDI profile type

MaRDI publication profile

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Entrywise eigenvector analysis of random matrices with low expected rank

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Matrix Completion Methods for Causal Panel Data Models

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Least squares after model selection in high-dimensional sparse models

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Optimal detection of sparse principal components in high dimension

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Minimax bounds for sparse PCA with noisy high-dimensional data

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Sparse PCA: optimal rates and adaptive estimation

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Exact matrix completion via convex optimization

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Noisy Matrix Completion: Understanding Statistical Guarantees for Convex Relaxation via Nonconvex Optimization

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Inference and uncertainty quantification for noisy matrix completion

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Inference for low-rank models

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Estimating Number of Factors by Adjusted Eigenvalues Thresholding

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Recovering Low-Rank Matrices From Few Coefficients in Any Basis

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Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares

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Low-rank matrix completion using alternating minimization

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Semiparametric efficiency bounds for high-dimensional models

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De-Biased Sparse PCA: Inference for Eigenstructure of Large Covariance Matrices

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Matrix Completion From a Few Entries

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Noisy low-rank matrix completion with general sampling distribution

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Efficient estimation of linear functionals of principal components

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Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion

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Estimation of (near) low-rank matrices with noise and high-dimensional scaling

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A Simpler Approach to Matrix Completion

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Estimation of high-dimensional low-rank matrices

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Guaranteed Matrix Completion via Non-Convex Factorization

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Statistical Inferences of Linear Forms for Noisy Matrix Completion

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High-Dimensional Principal Component Analysis with Heterogeneous Missingness

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Identifiers

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10.1214/23-aos2293

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Mathematics Subject Classification ID

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zbMATH DE Number

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Sitelinks

Mathematics(1 entry)

mardi Publication:6177325

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