article Open AccessTop 1% cited
Extremely randomized trees
Machine Learning · 2006 · Vol. 63(1) · pp. 3–42
Pierre Geurts✉(University of Liège)Damien Ernst(University of Liège)Louis Wehenkel(University of Liège)
Neural Networks and ApplicationsMachine Learning and Data ClassificationFace and Expression RecognitionRobustness (evolution)MathematicsArtificial intelligenceComputer scienceAlgorithmMachine learningKernel (algebra)Decision treeTree (set theory)Pattern recognition (psychology)
Funding
- Fonds De La Recherche Scientifique - FNRS
Citations
8,332
FWCI
54.37
field-weighted impact
References
64
Percentile
100%
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Citations per year
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References
Stacked generalization
Neural Networks · 1992 · 7,189 citations
Classification and Regression Trees.
Biometrics · 1984 · 23,850 citations
An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization
Machine Learning · 2000 · 2,926 citations
Neural Networks and the Bias/Variance Dilemma
Neural Computation · 1992 · 3,522 citations
UCI Repository of machine learning databases
Medical Entomology and Zoology · 1998 · 10,524 citations
Multivariate Adaptive Regression Splines
The Annals of Statistics · 1991 · 8,036 citations
The random subspace method for constructing decision forests
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 6,773 citations
Inference for the Generalization Error
Machine Learning · 2003 · 944 citations
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