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Statistics

1,273 papers

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Papers

Subsampling Methods for Persistent Homology ICML 2015
Deterministic Independent Component Analysis ICML 2015
Statistical Topological Data Analysis using Persistence Landscapes JMLR 2015
A Statistical Perspective on Algorithmic Leveraging JMLR 2015
Flexible High-Dimensional Classification Machines and Their Asymptotic Properties JMLR 2015
V-Matrix Method of Solving Statistical Inference Problems JMLR 2015
Optimal Estimation of Low Rank Density Matrices JMLR 2015
On the Asymptotic Normality of an Estimate of a Regression Functional JMLR 2015
Derivative Estimation Based on Difference Sequence via Locally Weighted Least Squares Regression JMLR 2015
Optimality of Poisson Processes Intensity Learning with Gaussian Processes JMLR 2015
Sparse PCA via Covariance Thresholding NIPS 2014
Covariance shrinkage for autocorrelated data NIPS 2014
Exact Post Model Selection Inference for Marginal Screening NIPS 2014
PEWA: Patch-based Exponentially Weighted Aggregation for image denoising NIPS 2014
A Wild Bootstrap for Degenerate Kernel Tests NIPS 2014
Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NIPS 2014
Multivariate f-divergence Estimation With Confidence NIPS 2014
Robust Kernel Density Estimation by Scaling and Projection in Hilbert Space NIPS 2014
A Residual Bootstrap for High-Dimensional Regression with Near Low-Rank Designs NIPS 2014
A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NIPS 2014
A statistical model for tensor PCA NIPS 2014
Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms NIPS 2014
Minimax-optimal Inference from Partial Rankings NIPS 2014
Sparsity and the Truncated $l^2$-norm AISTATS 2014
A Statistical Model for Event Sequence Data AISTATS 2014