An experimental study of the intrinsic stability of random forest variable importance measures

Sequential random k-nearest neighbor feature selection for high-dimensional data

(2015) Chan Hee Park et al.   EXPERT SYSTEMS WITH APPLICATIONS

Robustness of Random Forest-based gene selection methods

(2014) Miron Bartosz Kursa   BMC BIOINFORMATICS

Feature subset selection Filter–Wrapper based on low quality data

(2013) José M. Cadenas et al.   EXPERT SYSTEMS WITH APPLICATIONS

Variance reduction in purely random forests

(2012) Robin Genuer   JOURNAL OF NONPARAMETRIC STATISTICS

A variance reduction framework for stable feature selection

(2012) Yue Han et al.   Statistical Analysis and Data Mining

Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations

(2011) A.-L. Boulesteix et al.   BRIEFINGS IN BIOINFORMATICS

Letter to the Editor: On the stability and ranking of predictors from random forest variable importance measures

(2011) K. K. Nicodemus   BRIEFINGS IN BIOINFORMATICS

Feature importance analysis in guide strand identification of microRNAs

(2011) Daichuan Ma et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Stable Gene Selection from Microarray Data via Sample Weighting

(2011) Lei Yu et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Feature importance sampling-based adaptive random forest as a useful tool to screen underlying lead compounds

(2011) Dong-Sheng Cao et al.   JOURNAL OF CHEMOMETRICS

The Influence of Feature Selection Methods on Accuracy, Stability and Interpretability of Molecular Signatures

(2011) Anne-Claire Haury et al.   PLoS One

Permutation importance: a corrected feature importance measure

(2010) André Altmann et al.   BIOINFORMATICS

Letter to the Editor: Stability of Random Forest importance measures

(2010) M. L. Calle et al.   BRIEFINGS IN BIOINFORMATICS

Stable feature selection for biomarker discovery

(2010) Zengyou He et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Mining data with random forests: A survey and results of new tests

(2010) A. Verikas et al.   PATTERN RECOGNITION

Effects of sample size on robustness and prediction accuracy of a prognostic gene signature

(2009) Seon-Young Kim   BMC BIOINFORMATICS

Stability and aggregation of ranked gene lists

(2009) A.-L. Boulesteix et al.   BRIEFINGS IN BIOINFORMATICS

EM-random forest and new measures of variable importance for multi-locus quantitative trait linkage analysis

(2008) Sophia S. F. Lee et al.   BIOINFORMATICS

A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification

(2008) Alexander Statnikov et al.   BMC BIOINFORMATICS

Gene selection algorithm by combining reliefF and mRMR

(2008) Yi Zhang et al.   BMC GENOMICS