Standard errors and confidence intervals for variable importance in random forest regression, classification, and survival

COBRA: A combined regression strategy

(2016) Gérard Biau et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Consistency of random forests

(2015) Erwan Scornet et al.   ANNALS OF STATISTICS

Reinforcement Learning Trees

(2015) Ruoqing Zhu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Random survival forests for competing risks

(2014) H. Ishwaran et al.   BIOSTATISTICS

Recursively Imputed Survival Trees

(2012) Ruoqing Zhu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The behaviour of random forest permutation-based variable importance measures under predictor correlation

(2010) Kristin K Nicodemus et al.   BMC BIOINFORMATICS

Identifying Important Risk Factors for Survival in Patient With Systolic Heart Failure Using Random Survival Forests

(2010) Eileen Hsich et al.  

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

(2009) Ulrike Grömping   AMERICAN STATISTICIAN

Random survival forests

(2008) Hemant Ishwaran et al.   Annals of Applied Statistics

Standard errors for bagged and random forest estimators

(2008) Joseph Sexton et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Empirical characterization of random forest variable importance measures

(2007) Kellie J. Archer et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS