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Volumn , Issue , 2010, Pages

A theory of multiclass boosting

Author keywords

[No Author keywords available]

Indexed keywords

BINARY CLASSIFICATION; BOOSTING ALGORITHM; EFFICIENT BOOSTING ALGORITHMS; HIGHLY ACCURATE; WEAK CLASSIFIERS;

EID: 85162059054     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (22)

References (21)
  • 2
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    • Reducing multiclass to binary: A unifying approach for margin classifiers
    • Erin L. Allwein, Robert E. Schapire, and Yoram Singer. Reducing multiclass to binary: A unifying approach for margin classifiers. Journal of Machine Learning Research, 1:113-141, 2000.
    • (2000) Journal of Machine Learning Research , vol.1 , pp. 113-141
    • Allwein, E.L.1    Schapire, R.E.2    Singer, Y.3
  • 4
    • 0000406788 scopus 로고
    • Solving multiclass learning problems via error-correcting output codes
    • January
    • Thomas G. Dietterich and Ghulum Bakiri. Solving multiclass learning problems via error-correcting output codes. Journal of Artificial Intelligence Research, 2:263-286, January 1995.
    • (1995) Journal of Artificial Intelligence Research , vol.2 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 6
    • 58149321460 scopus 로고
    • Boosting a weak learning algorithm by majority
    • Yoav Freund. Boosting a weak learning algorithm by majority. Information and Computation, 121(2):256-285, 1995.
    • (1995) Information and Computation , vol.121 , Issue.2 , pp. 256-285
    • Freund, Y.1
  • 7
    • 0035371148 scopus 로고    scopus 로고
    • An adaptive version of the boost by majority algorithm
    • June
    • Yoav Freund. An adaptive version of the boost by majority algorithm. Machine Learning, 43(3):293-318, June 2001.
    • (2001) Machine Learning , vol.43 , Issue.3 , pp. 293-318
    • Freund, Y.1
  • 11
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • August
    • 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, August 1997.
    • (1997) Journal of Computer and System Sciences , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 12
    • 0032355984 scopus 로고    scopus 로고
    • Classification by pairwise coupling
    • Trevor Hastie and Robert Tibshirani. Classification by pairwise coupling. Annals of Statistics, 26(2):451-471, 1998.
    • (1998) Annals of Statistics , vol.26 , Issue.2 , pp. 451-471
    • Hastie, T.1    Tibshirani, R.2
  • 13
    • 0036104545 scopus 로고    scopus 로고
    • Empirical margin distributions and bounding the generalization error of combined classifiers
    • February
    • V. Koltchinskii and D. Panchenko. Empirical margin distributions and bounding the generalization error of combined classifiers. Annals of Statistics, 30(1), February 2002.
    • (2002) Annals of Statistics , vol.30 , Issue.1
    • Koltchinskii, V.1    Panchenko, D.2
  • 15
    • 0025448521 scopus 로고
    • The strength of weak learnability
    • Robert E. Schapire. The strength of weak learnability. Machine Learning, 5(2):197-227, 1990.
    • (1990) Machine Learning , vol.5 , Issue.2 , pp. 197-227
    • Schapire, R.E.1
  • 16
    • 0035370188 scopus 로고    scopus 로고
    • Drifting games
    • June
    • Robert E. Schapire. Drifting games. Machine Learning, 43(3):265-291, June 2001.
    • (2001) Machine Learning , vol.43 , Issue.3 , pp. 265-291
    • Schapire, R.E.1
  • 18
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • October
    • Robert E. Schapire, Yoav Freund, Peter Bartlett, and Wee Sun Lee. Boosting the margin: A new explanation for the effectiveness of voting methods. Annals of Statistics, 26(5):1651-1686, October 1998.
    • (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
  • 19
    • 0033281701 scopus 로고    scopus 로고
    • Improved boosting algorithms using confidence-rated predictions
    • December
    • Robert E. Schapire and Yoram Singer. Improved boosting algorithms using confidence-rated predictions. Machine Learning, 37(3):297-336, December 1999.
    • (1999) Machine Learning , vol.37 , Issue.3 , pp. 297-336
    • Schapire, R.E.1    Singer, Y.2
  • 20
    • 0033905095 scopus 로고    scopus 로고
    • BoosTexter: A boosting-based system for text categorization
    • May/June
    • Robert E. Schapire and Yoram Singer. BoosTexter: A boosting-based system for text categorization. Machine Learning, 39(2/3):135-168, May/June 2000.
    • (2000) Machine Learning , vol.39 , Issue.2-3 , pp. 135-168
    • Schapire, R.E.1    Singer, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.