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High Dimensional Statistical Inference and Random Matrices

Mathematics – Statistics Theory
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High Dimensional Structure Learning of Ising Models on Sparse Random Graphs

Mathematics – Statistics Theory
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High dimensional Wilks phenomena in random graph models

Mathematics – Statistics Theory
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High Frequency Asymptotics for Wavelet-Based Tests for Gaussianity and Isotropy on the Torus

Mathematics – Statistics Theory
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High frequency sampling of a continuous-time ARMA process

Mathematics – Statistics Theory
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High moment partial sum processes of residuals in GARCH models and their applications

Mathematics – Statistics Theory
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High-dimensional additive hazard models and the Lasso

Mathematics – Statistics Theory
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High-dimensional analysis of semidefinite relaxations for sparse principal components

Mathematics – Statistics Theory
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High-dimensional classification using features annealed independence rules

Mathematics – Statistics Theory
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High-dimensional covariance matrix estimation with missing observations

Mathematics – Statistics Theory
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High-Dimensional Data Clustering

Mathematics – Statistics Theory
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High-dimensional Gaussian model selection on a Gaussian design

Mathematics – Statistics Theory
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High-dimensional generalized linear models and the lasso

Mathematics – Statistics Theory
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High-Dimensional Graphical Model Selection Using $\ell_1$-Regularized Logistic Regression

Mathematics – Statistics Theory
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High-dimensional instrumental variables regression and confidence sets

Mathematics – Statistics Theory
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High-dimensional Ising model selection using ${\ell_1}$-regularized logistic regression

Mathematics – Statistics Theory
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High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity

Mathematics – Statistics Theory
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High-dimensional regression with unknown variance

Mathematics – Statistics Theory
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High-dimensional stochastic optimization with the generalized Dantzig estimator

Mathematics – Statistics Theory
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High-dimensional variable selection

Mathematics – Statistics Theory
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