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Volumn 24, Issue 3, 2012, Pages 543-562

Variance reduction in purely random forests

Author keywords

ensemble methods; nonparametric regression; random forests; randomisation; rates of convergence

Indexed keywords


EID: 84865253237     PISSN: 10485252     EISSN: 10290311     Source Type: Journal    
DOI: 10.1080/10485252.2012.677843     Document Type: Article
Times cited : (81)

References (13)
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    • Consistency of Random Forests and other Averaging Classifiers
    • Biau, G., Devroye, L. and Lugosi, G. 2008. Consistency of Random Forests and other Averaging Classifiers. Journal of Machine Learning Research, 9: 2039-2057.
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    • Biau, G.1    Devroye, L.2    Lugosi, G.3
  • 4
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman, L. 2001. Random Forests. Machine Learning, 45: 5-32.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 6
    • 0003707560 scopus 로고    scopus 로고
    • New York: Wiley Wiley Series in Probability and Statistics
    • David, H. A. and Nagaraja, H. N. 2003. Order Statistics, New York: Wiley. Wiley Series in Probability and Statistics
    • (2003) Order Statistics
    • David, H.A.1    Nagaraja, H.N.2
  • 7
    • 30644464444 scopus 로고    scopus 로고
    • Gene Selection and Classification of Microarray Data using Random Forest
    • Díaz-Uriarte, R., and Alvarez de Andrés, S. (2006), 'Gene Selection and Classification of Microarray Data using Random Forest', BMC Bioinformatics, 7, 3.
    • (2006) BMC Bioinformatics , vol.7 , Issue.3
    • Díaz-Uriarte, R.1    de Alvarez Andrés, S.2
  • 9
    • 77953351710 scopus 로고    scopus 로고
    • An Application of Random Forests to a Genome-Wide Association Dataset: Methodological Considerations & New Findings
    • Goldstein, B., Hubbard, A., Cutler, A. and Barcellos, L. 2010. An Application of Random Forests to a Genome-Wide Association Dataset: Methodological Considerations & New Findings. BMC Genetics, 11(1): 49
    • (2010) BMC Genetics , vol.11 , Issue.1 , pp. 49
    • Goldstein, B.1    Hubbard, A.2    Cutler, A.3    Barcellos, L.4
  • 13
    • 0345040873 scopus 로고    scopus 로고
    • Classification and Regression by randomForest
    • Liaw, A. and Wiener, M. 2002. Classification and Regression by randomForest. R News, 2(3): 18-22.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.