Statistical Learning

On the High Dimensional Power of a Linear-Time Two Sample Test under Mean-shift Alternatives AISTATS 2015 On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank-One Perturbations of Gaussian Tensors NeurIPS 2015 On the Pseudo-Dimension of Nearly Optimal Auctions NeurIPS 2015 Open Problem: Restricted Eigenvalue Condition for Heavy Tailed Designs COLT 2015 Optimal Bayesian Estimation in Random Covariate Design with a Rescaled Gaussian Process Prior JMLR 2015 Optimal Linear Estimation under Unknown Nonlinear Transform NeurIPS 2015 Optimal Ridge Detection using Coverage Risk NeurIPS 2015 Optimal Testing for Properties of Distributions NeurIPS 2015 Principal Differences Analysis: Interpretable Characterization of Differences between Distributions NeurIPS 2015 Regularization Path of Cross-Validation Error Lower Bounds NeurIPS 2015 Regularized EM Algorithms: A Unified Framework and Statistical Guarantees NeurIPS 2015 Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima JMLR 2015 Rethinking LDA: Moment Matching for Discrete ICA NeurIPS 2015 Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm JMLR 2015 Robust Estimation of Transition Matrices in High Dimensional Heavy-tailed Vector Autoregressive Processes ICML 2015 Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso NeurIPS 2015 Robust Portfolio Optimization NeurIPS 2015 Sample Complexity of Learning Mahalanobis Distance Metrics NeurIPS 2015 Sharp Oracle Bounds for Monotone and Convex Regression Through Aggregation JMLR 2015 Sparsistency of \ell_1-Regularized M-Estimators AISTATS 2015 Spectral Learning of Large Structured HMMs for Comparative Epigenomics NeurIPS 2015 Spectral MLE: Top-K Rank Aggregation from Pairwise Comparisons ICML 2015 Statistical Inference Models for Image Datasets With Systematic Variations CVPR 2015 Statistical Model Criticism using Kernel Two Sample Tests NeurIPS 2015 Stochastic Block Model and Community Detection in Sparse Graphs: A spectral algorithm with optimal rate of recovery COLT 2015