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Volumn 8, Issue 3, 2004, Pages 141-154

Variance reduction trends on 'boosted' classifiers

Author keywords

Boosting; Classification; Ensemble classifiers; Variance reduction

Indexed keywords


EID: 55449123637     PISSN: 11739126     EISSN: 15327612     Source Type: Journal    
DOI: 10.1207/s15327612jamd0803_1     Document Type: Article
Times cited : (2)

References (13)
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  • 2
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    • Breiman, L. (1996b). Bias, Variance and Arcing Classifiers (Technical Report 460). Statistics Department, University of California, Berkeley.
    • (1996) Bias, Variance and Arcing Classifiers
    • Breiman, L.1
  • 3
    • 0004198448 scopus 로고    scopus 로고
    • (Technical Report 486). Statistics Department, University of California, Berkeley
    • Breiman, L. (1997). Arcing the edge (Technical Report 486). Statistics Department, University of California, Berkeley.
    • (1997) Arcing the Edge
    • Breiman, L.1
  • 4
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    • Machine learning research: Four current directions
    • Dietterich, T.G. (1997). Machine learning research: Four current directions. AI Magazine 18(4), 99-137.
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    • Dietterich, T.G.1
  • 6
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalisation to online learning and an application to boosting
    • Freund, Y., & Schapire, R.E. (1997). A decision-theoretic generalisation to online learning and an application to boosting. Journal of Computer and System Sciences 55(1), 119-139.
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 7
    • 21744462998 scopus 로고    scopus 로고
    • On bias, variance, 0/1-loss and the curse of dimensionality
    • Friedman, J.H. (1997). On bias, variance, 0/1-loss and the curse of dimensionality. Data Mining and Knowledge Discovery 1(1), 55-77.
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    • Friedman, J.H.1
  • 12
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    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • Schapire, R.E., Freund, Y., Bartlett, P. & Lee, W.S. (1998). Boosting the margin: a new explanation for the effectiveness of voting methods. Annals of Statistics 26(5), 1651-1686.
    • (1998) Annals of Statistics , vol.26 , Issue.5 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.3    Lee, W.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.