On the overestimation of random forest’s out-of-bag error

Characterizing Forest Change Using Community-Based Monitoring Data and Landsat Time Series

(2016) Ben DeVries et al.   PLoS One

A measure of the impact of CV incompleteness on prediction error estimation with application to PCA and normalization

(2015) Roman Hornung et al.   BMC Medical Research Methodology

Ten Simple Rules for Reducing Overoptimistic Reporting in Methodological Computational Research

(2015) Anne-Laure Boulesteix   PLoS Computational Biology

Correcting the Optimal Resampling-Based Error Rate by Estimating the Error Rate of Wrapper Algorithms

(2013) Christoph Bernau et al.   BIOMETRICS

Combined genomic expressions as a diagnostic factor for oral squamous cell carcinoma

(2013) Ki-Yeol Kim et al.   GENOMICS

Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest

(2012) Sandra Oliveira et al.   FOREST ECOLOGY AND MANAGEMENT

Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics

(2012) Anne-Laure Boulesteix et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

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

Random Forests for Genetic Association Studies

(2011) Benjamin A Goldstein et al.   Statistical Applications in Genetics and Molecular Biology

An application of Random Forests to a genome-wide association dataset: Methodological considerations & new findings

(2010) Benjamin A Goldstein et al.   BMC GENETICS

Out-of-Bag Estimation of the Optimal Hyperparameter in SubBag Ensemble Method

(2010) Gai-Ying Zhang et al.   COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

Evidence of statistical epistasis between DISC1, CIT and NDEL1 impacting risk for schizophrenia: biological validation with functional neuroimaging

(2010) Kristin K. Nicodemus et al.   HUMAN GENETICS

Predictor correlation impacts machine learning algorithms: implications for genomic studies

(2009) K. K. Nicodemus et al.   BIOINFORMATICS

Discovery of agents that eradicate leukemia stem cells using an in silico screen of public gene expression data

(2008) D. C. Hassane et al.   BLOOD