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We introduce the C++ application and R package ranger.
“Evaluating the Yield of Medical Tests.”
Harrell FE, Califf RM, Pryor DB, Lee KL, Rosati RA (1982) · 1982
Earlier work this paper cites.
The Art of Computer Programming , volume 2
Knuth DE (1985) · 1985
Earlier work this paper cites.
Modeling Survival Data: Extending the Cox Model
Therneau TM, Grambsch PM (2000) · 2000
Earlier work this paper cites.
“Random Forests.”
Breiman L (2001) · 2001
Earlier work this paper cites.
“Classification and Regression by \pkg
Liaw A, Wiener M (2002) · 2002
Earlier work this paper cites.
“Unbiased Recursive Partitioning: A Conditional Inference Framework.”
Hothorn T, Hornik K, Zeileis A (2006) · 2006
Cited alongside, same era.
“Image Classification Using Random Forests and Ferns.”
Bosch A, Zisserman A, Muoz X (2007) · 2007
Cited alongside, same era.
“Random Survival Forests.”
Ishwaran H, Kogalur U, Blackstone E, Lauer M (2008) · 2008
Cited alongside, same era.
“The Behaviour of Random Forest Permutation-based Variable Importance Measures Under Predictor Correlation.”
Nicodemus KK, Malley JD, Strobl C, Ziegler A (2010) · 2010
Cited alongside, same era.
“On Safari to \pkg
Schwarz DF, König IR, Ziegler A (2010) · 2010
Cited alongside, same era.
“Probability Estimation with Machine Learning Methods for Dichotomous and Multicategory Outcome: Theory.”
Kruppa J, Liu Y, Biau G, Kohler M, König IR, Malley JD, Ziegler A (2014a)
Cited in the paper.
“Probability Estimation with Machine Learning Methods for Dichotomous and Multicategory Outcome: Applications.”
Kruppa J, Liu Y, Diener HC, Holste T, Weimar C, König IR, Ziegler A (2014b)
Cited in the paper.
“Probability Machines: Consistent Probability Estimation Using Nonparametric Learning Machines.”
Malley J, Kruppa J, Dasgupta A, Malley K, Ziegler A (2012) · 2012
Later among the works it cites.
“Random Forest for Bioinformatics.”
Qi Y (2012) · 2012
Later among the works it cites.
“Consumer Credit Risk: Individual Probability Estimates Using Machine Learning.”
Kruppa J, Schwarz A, Arminger G, Ziegler A (2013) · 2013
Later among the works it cites.
\proglang
R Core Team (2014) · 2014
Later among the works it cites.
“Mining Data with Random Forests: Current Options for Real-world Applications.”
Ziegler A, König IR (2014) · 2014
Later among the works it cites.
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