Nonparametric feature screening

Sure Independence Screening for Ultrahigh Dimensional Feature Space

Jianqing Fan, Jinchi Lv · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 2.7K citations · Full text

Engineering, Machine Learning, Sure Independence Screening +18

Feature Screening via Distance Correlation Learning

Runze Li, Wei Zhong · Journal of the American Statistical Association · 2012 · 732 citations · Full text

Engineering, Machine Learning, Sure Independence Screening +21

Sure independence screening in generalized linear models with NP-dimensionality

Jianqing Fan, Rui Song · The Annals of Statistics · 2010 · 636 citations · Full text

Bayesian Decision Theory, Bayesian Statistics, Sure Screening +13

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

Jianqing Fan, Yang Feng, Rui Song · Journal of the American Statistical Association · 2011 · 548 citations

Model-Free Feature Screening for Ultrahigh-Dimensional Data

Li Zhu, Lexin Li, Runze Li et al. · Journal of the American Statistical Association · 2011 · 462 citations

Feature Ranking, Engineering, Machine Learning +18