Feature Screening via Distance Correlation Learning

UPS delivers optimal phase diagram in high-dimensional variable selection

(2012) Pengsheng Ji et al.   ANNALS OF STATISTICS

A Regularized Hotelling’sT2Test for Pathway Analysis in Proteomic Studies

(2012) Lin S. Chen et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Model-Free Feature Screening for Ultrahigh-Dimensional Data

(2012) Li-Ping Zhu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Principled sure independence screening for Cox models with ultra-high-dimensional covariates

(2011) Sihai Dave Zhao et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Nonparametric Independence Screening in Sparse Ultra-High-Dimensional Additive Models

(2011) Jianqing Fan et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Introducing the discussion paper by Székely and Rizzo

(2010) Michael A. Newton   Annals of Applied Statistics

Sure independence screening in generalized linear models with NP-dimensionality

(2010) Jianqing Fan et al.   ANNALS OF STATISTICS

Forward Regression for Ultra-High Dimensional Variable Screening

(2010) Hansheng Wang   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

On the adaptive elastic-net with a diverging number of parameters

(2009) Hui Zou et al.   ANNALS OF STATISTICS

Using Generalized Correlation to Effect Variable Selection in Very High Dimensional Problems

(2009) Peter Hall et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Smoothly Clipped Absolute Deviation on High Dimensions

(2009) Yongdai Kim et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

One-step sparse estimates in nonconcave penalized likelihood models

(2008) Hui Zou et al.   ANNALS OF STATISTICS

Sure independence screening for ultrahigh dimensional feature space

(2008) Jianqing Fan et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Core Signaling Pathways in Human Pancreatic Cancers Revealed by Global Genomic Analyses

(2008) S. Jones et al.   SCIENCE