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Volumn 2006, Issue , 2006, Pages 753-760

How boosting the margin can also boost classifier complexity

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL COMPLEXITY; LEARNING ALGORITHMS; LEARNING SYSTEMS;

EID: 33749262644     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (80)

References (15)
  • 3
    • 0000275022 scopus 로고    scopus 로고
    • Prediction games and arcing classifiers
    • Breiman, L. (1999). Prediction games and arcing classifiers. Neural Computation, 11, 1493-1517.
    • (1999) Neural Computation , vol.11 , pp. 1493-1517
    • Breiman, L.1
  • 5
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y., & Schapire, R. E. (1997). A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences, 55, 119-139.
    • (1997) Journal of Computer and System Sciences , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 7
    • 0036104545 scopus 로고    scopus 로고
    • Empirical margin distributions and bounding the generalization error of combined classifiers
    • Koltchinskii, V., & Panchenko, D. (2002). Empirical margin distributions and bounding the generalization error of combined classifiers. The Annals of Statistics, 30.
    • (2002) The Annals of Statistics , pp. 30
    • Koltchinskii, V.1    Panchenko, D.2
  • 9
    • 1542276975 scopus 로고    scopus 로고
    • An introduction to boosting and leveraging
    • S. Mendelson and A. Smola (Eds.), Springer
    • Meir, R., & Rätsch, G. (2003). An introduction to boosting and leveraging. In S. Mendelson and A. Smola (Eds.), Advanced lectures on machine learning (lnai2600), 119-184. Springer.
    • (2003) Advanced Lectures on Machine Learning (Lnai2600) , pp. 119-184
    • Meir, R.1    Rätsch, G.2
  • 14
    • 0032280519 scopus 로고    scopus 로고
    • 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. The Annals of Statistics, 26, 1651-1686.
    • (1998) The Annals of Statistics , vol.26 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.3    Lee, W.S.4
  • 15
    • 0033281701 scopus 로고    scopus 로고
    • Improved boosting algorithms using confidence-rated predictions
    • Schapire, R. E., & Singer, Y. (1999). Improved boosting algorithms using confidence-rated predictions. Machine Learning, 37, 297-336.
    • (1999) Machine Learning , vol.37 , pp. 297-336
    • Schapire, R.E.1    Singer, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.