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04/24/2023
Estimation of sparse linear regression coefficients under L-subexponential covariates
We address a task of estimating sparse coefficients in linear regression...
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08/24/2022
Outlier Robust and Sparse Estimation of Linear Regression Coefficients
We consider outlier robust and sparse estimation of linear regression co...
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06/15/2022
Robust and Sparse Estimation of Linear Regression Coefficients with Heavy-tailed Noises and Covariates
Robust and sparse estimation of linear regression coefficients is invest...
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02/22/2021
Adversarial robust weighted Huber regression
We propose a novel method to estimate the coefficients of linear regress...
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10/25/2020
Adversarial Robust Low Rank Matrix Estimation: Compressed Sensing and Matrix Completion
We consider robust low rank matrix estimation when random noise is heavy...
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04/13/2020