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Gleb Novikov

Robust Sparse Regression with Non-Isotropic Designs

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Oct 31, 2024
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Robust Mixture Learning when Outliers Overwhelm Small Groups

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Jul 22, 2024
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Robust Mean Estimation Without a Mean: Dimension-Independent Error in Polynomial Time for Symmetric Distributions

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Feb 21, 2023
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Sparse PCA Beyond Covariance Thresholding

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Feb 20, 2023
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Higher degree sum-of-squares relaxations robust against oblivious outliers

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Nov 14, 2022
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Consistent Estimation for PCA and Sparse Regression with Oblivious Outliers

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Nov 04, 2021
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Sparse PCA: Algorithms, Adversarial Perturbations and Certificates

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Nov 12, 2020
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Regress Consistently when Oblivious Outliers Overwhelm

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Sep 30, 2020
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