Statistical Learning

Consistent Binary Classification with Generalized Performance Metrics NeurIPS 2014 Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings NeurIPS 2014 Convergence rates for persistence diagram estimation in Topological Data Analysis ICML 2014 Convex Optimization Procedure for Clustering: Theoretical Revisit NeurIPS 2014 Convex vs Non-Convex Estimators for Regression and Sparse Estimation: the Mean Squared Error Properties of ARD and GLasso JMLR 2014 Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014 Distributed Estimation, Information Loss and Exponential Families NeurIPS 2014 Distributed Parameter Estimation in Probabilistic Graphical Models NeurIPS 2014 Early Stopping and Non-parametric Regression: An Optimal Data-dependent Stopping Rule JMLR 2014 Efficiency of conformalized ridge regression COLT 2014 Efficient Approximation of Cross-Validation for Kernel Methods using Bouligand Influence Function ICML 2014 Efficient Minimax Signal Detection on Graphs NeurIPS 2014 Elementary Estimators for Graphical Models NeurIPS 2014 Elementary Estimators for High-Dimensional Linear Regression ICML 2014 Elicitation and Identification of Properties COLT 2014 EnsembleSVM: A Library for Ensemble Learning Using Support Vector Machines JMLR 2014 Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations AISTATS 2014 Estimating Latent-Variable Graphical Models using Moments and Likelihoods ICML 2014 Estimation with Norm Regularization NeurIPS 2014 Exact Post Model Selection Inference for Marginal Screening NeurIPS 2014 Exponential Concentration of a Density Functional Estimator NeurIPS 2014 Exponential Family Matrix Completion under Structural Constraints ICML 2014 From Stochastic Mixability to Fast Rates NeurIPS 2014 Fundamental Limits of Online and Distributed Algorithms for Statistical Learning and Estimation NeurIPS 2014 Generalized Dantzig Selector: Application to the k-support norm NeurIPS 2014