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Volumn , Issue , 2007, Pages 105-112

AdaBoost is consistent

Author keywords

[No Author keywords available]

Indexed keywords

ADABOOST ALGORITHM; BAYES RISK; PROBABILITY OF ERRORS; SAMPLE SIZES; UNIVERSAL CONSISTENCY;

EID: 51449109086     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (10)

References (17)
  • 1
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Yoav Freund and Robert E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences, 55(1):119-139, 1997.
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 2
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Leo Breiman. Bagging predictors. Machine Learning, 24(2):123-140, 1996.
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 3
    • 0346786584 scopus 로고    scopus 로고
    • Arcing classifiers (with discussion)
    • Was Department of Statistics, U.C. Berkeley Technical Report 460
    • Leo Breiman. Arcing classifiers (with discussion). The Annals of Statistics, 26(3):801-849, 1998. (Was Department of Statistics, U.C. Berkeley Technical Report 460, 1996).
    • (1996) The Annals of Statistics , vol.26 , Issue.3 , pp. 801-849
    • Breiman, L.1
  • 4
    • 0013228784 scopus 로고    scopus 로고
    • Some infinite theory for predictor ensembles
    • University of California, Berkeley
    • Leo Breiman. Some infinite theory for predictor ensembles. Technical Report 579, Department of Statistics, University of California, Berkeley, 2000.
    • (2000) Technical Report 579, Department of Statistics
    • Breiman, L.1
  • 5
    • 0036116123 scopus 로고    scopus 로고
    • On weak base hypotheses and their implications for boosting regression and classification
    • Wenxin Jiang. On weak base hypotheses and their implications for boosting regression and classification. The Annals of Statistics, 30:51-73, 2002.
    • (2002) The Annals of Statistics , vol.30 , pp. 51-73
    • Jiang, W.1
  • 6
    • 9444269961 scopus 로고    scopus 로고
    • On the Bayes-risk consistency of regularized boosting methods
    • Gábor Lugosi and Nicolas Vayatis. On the Bayes-risk consistency of regularized boosting methods. The Annals of Statistics, 32(1):30-55, 2004.
    • (2004) The Annals of Statistics , vol.32 , Issue.1 , pp. 30-55
    • Lugosi, G.1    Vayatis, N.2
  • 7
    • 4644257995 scopus 로고    scopus 로고
    • Statistical behavior and consistency of classification methods based on convex risk minimization
    • Tong Zhang. Statistical behavior and consistency of classification methods based on convex risk minimization. The Annals of Statistics, 32(1):56-85, 2004.
    • (2004) The Annals of Statistics , vol.32 , Issue.1 , pp. 56-85
    • Zhang, T.1
  • 8
    • 26444493144 scopus 로고    scopus 로고
    • Boosting with early stopping: Convergence and consistency
    • Tong Zhang and Bin Yu. Boosting with early stopping: convergence and consistency. The Annals of Statistics, 33:1538-1579, 2005.
    • (2005) The Annals of Statistics , vol.33 , pp. 1538-1579
    • Zhang, T.1    Yu, B.2
  • 9
    • 26444545593 scopus 로고    scopus 로고
    • Process consistency for AdaBoost
    • Wenxin Jiang. Process consistency for AdaBoost. The Annals of Statistics, 32(1):13-29, 2004.
    • (2004) The Annals of Statistics , vol.32 , Issue.1 , pp. 13-29
    • Jiang, W.1
  • 12
    • 0036104545 scopus 로고    scopus 로고
    • Empirical margin distributions and bounding the generalization error of combined classifiers
    • V. Koltchinskii and D. Panchenko. Empirical margin distributions and bounding the generalization error of combined classifiers. The Annals of Statistics, 30:1-50, 2002.
    • (2002) The Annals of Statistics , vol.30 , pp. 1-50
    • Koltchinskii, V.1    Panchenko, D.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.