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high-dimensional statistics

145 papers

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Co-occurring keywords

sparse regression (175) graphical model (864) high-dimensional regression (142) covariance estimation (98) robust statistics (102) sparse estimation (88) hypothesis testing (254) robust estimation (168) generalized linear model (138) variable selection (146)

Papers

Covariate Adjusted Precision Matrix Estimation via Nonconvex Optimization ICML 2018
Algebraic tests of general Gaussian latent tree models NIPS 2018
An Improved Analysis of Alternating Minimization for Structured Multi-Response Regression NIPS 2018
High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation ICML 2017
High-Dimensional Structured Quantile Regression ICML 2017
Robust Gaussian Graphical Model Estimation with Arbitrary Corruption ICML 2017
Learning Identifiable Gaussian Bayesian Networks in Polynomial Time and Sample Complexity NIPS 2017
Estimating High-dimensional Non-Gaussian Multiple Index Models via Stein’s Lemma NIPS 2017
Communication-efficient Distributed Sparse Linear Discriminant Analysis AISTATS 2017
Being Robust (in High Dimensions) Can Be Practical ICML 2017
Learning Sparse Additive Models with Interactions in High Dimensions AISTATS 2016
Penalized Maximum Likelihood Estimation of Multi-layered Gaussian Graphical Models JMLR 2016
Guarding against Spurious Discoveries in High Dimensions JMLR 2016
The Constrained Dantzig Selector with Enhanced Consistency JMLR 2016
DECOrrelated feature space partitioning for distributed sparse regression NIPS 2016
Agnostic Estimation for Misspecified Phase Retrieval Models NIPS 2016
L1-Regularized Least Squares for Support Recovery of High Dimensional Single Index Models with Gaussian Designs JMLR 2016
Regularized EM Algorithms: A Unified Framework and Statistical Guarantees NIPS 2015
Streaming Sparse Principal Component Analysis ICML 2015
Flexible High-Dimensional Classification Machines and Their Asymptotic Properties JMLR 2015
On the High Dimensional Power of a Linear-Time Two Sample Test under Mean-shift Alternatives AISTATS 2015
Optimal Linear Estimation under Unknown Nonlinear Transform NIPS 2015
Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso NIPS 2015
Joint Estimation of Multiple Precision Matrices with Common Structures JMLR 2015
On the consistency theory of high dimensional variable screening NIPS 2015