A random forest guided tour

Random Forests and Kernel Methods

(2016) Erwan Scornet   IEEE TRANSACTIONS ON INFORMATION THEORY

On the asymptotics of random forests

(2016) Erwan Scornet   JOURNAL OF MULTIVARIATE ANALYSIS

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

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

yaImpute: AnRPackage forkNN Imputation

(2015) Nicholas L. Crookston et al.   Journal of Statistical Software

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Applications

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

A scalable bootstrap for massive data

(2014) Ariel Kleiner et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

The effect of splitting on random forests

(2014) Hemant Ishwaran   MACHINE LEARNING

Cluster Forests

(2013) Donghui Yan et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Consumer credit risk: Individual probability estimates using machine learning

(2013) Jochen Kruppa et al.   EXPERT SYSTEMS WITH APPLICATIONS

One class random forests

(2013) Chesner Désir et al.   PATTERN RECOGNITION

Gene selection with guided regularized random forest

(2013) Houtao Deng et al.   PATTERN RECOGNITION

Cellular tree classifiers

(2013) Gérard Biau et al.   Electronic Journal of Statistics

Mining data with random forests: current options for real-world applications

(2013) Andreas Ziegler et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

A weighted random forests approach to improve predictive performance

(2013) Stacey J. Winham et al.   Statistical Analysis and Data Mining

Variance reduction in purely random forests

(2012) Robin Genuer   JOURNAL OF NONPARAMETRIC STATISTICS

Dynamic Random Forests

(2012) Simon Bernard et al.   PATTERN RECOGNITION LETTERS

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

Classification with correlated features: unreliability of feature ranking and solutions

(2011) Laura Toloşi et al.   BIOINFORMATICS

Probability Machines

(2011) J. D. Malley et al.   METHODS OF INFORMATION IN MEDICINE

Random survival forests for high-dimensional data

(2011) Hemant Ishwaran et al.   Statistical Analysis and Data Mining

On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data

(2010) Daniel F. Schwarz et al.   BIOINFORMATICS

Empirical comparison of tree ensemble variable importance measures

(2010) Lidia Auret et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Spatiotemporal exploratory models for broad-scale survey data

(2010) Daniel Fink et al.   ECOLOGICAL APPLICATIONS

On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification

(2010) Gérard Biau et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Consistency of random survival forests

(2010) Hemant Ishwaran et al.   STATISTICS & PROBABILITY LETTERS

Predictor correlation impacts machine learning algorithms: implications for genomic studies

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

Tree-Based Ranking Methods

(2009) StÉphan Clemencon et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Forest Garrote

(2009) Nicolai Meinshausen   Electronic Journal of Statistics

Random survival forests

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

Enriched random forests

(2008) D. Amaratunga et al.   BIOINFORMATICS

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Empirical characterization of random forest variable importance measures

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