NUCLEAR-NORM PENALIZATION AND OPTIMAL RATES FOR NOISY LOW-RANK MATRIX COMPLETION von Koltchinskii, Vladimir, Lounici, Karim, Tsybakov, Alexandre B.

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The Dantzig selector and sparsity oracle inequalities von KOLTCHINSKII, VLADIMIR

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Concentration inequalities and moment bounds for sample covariance operators von KOLTCHINSKII, VLADIMIR, LOUNICI, KARIM

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Estimation of smooth functionals in high-dimensional models: Bootstrap chains and Gaussian approximation von Koltchinskii, Vladimir

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Local Rademacher Complexities and Oracle Inequalities in Risk Minimization von Koltchinskii, Vladimir

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Concentration Inequalities and Asymptotic Results for Ratio Type Empirical Processes von Giné, Evarist, Koltchinskii, Vladimir

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NORMAL APPROXIMATION AND CONCENTRATION OF SPECTRAL PROJECTORS OF SAMPLE COVARIANCE von Koltchinskii, Vladimir, Lounici, Karim

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VON NEUMANN ENTROPY PENALIZATION AND LOW-RANK MATRIX ESTIMATION von Koltchinskii, Vladimir

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Bounding the Smallest Singular Value of a Random Matrix Without Concentration von Koltchinskii, Vladimir, Mendelson, Shahar

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Asymptotically efficient estimation of smooth functionals of covariance operators von Koltchinskii, Vladimir

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Estimation of smooth functionals in normal models: Bias reduction and asymptotic efficiency von Koltchinskii, Vladimir, Zhilova, Mayya

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Sparsity in penalized empirical risk minimization von KOLTCHINSKII, Vladimir

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SPARSITY IN MULTIPLE KERNEL LEARNING von Koltchinskii, Vladimir, Yuan, Ming

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New Asymptotic Results in Principal Component Analysis von Koltchinskii, Vladimir, Lounici, Karim

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Estimation of Smooth Functionals of Location Parameter in Gaussian and Poincaré Random Shift Models: Estimation of Smooth functionals von Koltchinskii, Vladimir, Zhilova, Mayya

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EFFICIENT ESTIMATION OF LINEAR FUNCTIONALS OF PRINCIPAL COMPONENTS von Koltchinskii, Vladimir, Löffler, Matthias, Nickl, Richard

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Sparse Recovery in Convex Hulls via Entropy Penalization von Koltchinskii, Vladimir

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Discussion: “Generic chaining and the [formula omitted]-penalty” by Sara van de Geer von Koltchinskii, Vladimir

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Estimation of low rank density matrices: Bounds in Schatten norms and other distances von Xia, Dong, Koltchinskii, Vladimir

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LOW RANK ESTIMATION OF SMOOTH KERNELS ON GRAPHS von Koltchinskii, Vladimir, Rangel, Pedro

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