메뉴 건너뛰기




Volumn 5, Issue , 2004, Pages 941-973

Boosting as a regularized path to a maximum margin classifier

Author keywords

Boosting; Margin maximization; Regularized optimization; Support vector machines

Indexed keywords

SUPPORT VECTOR MACHINES;

EID: 12844274244     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (232)

References (18)
  • 1
    • 33745834241 scopus 로고    scopus 로고
    • Irvine, CA: University of California, Department of Information and Computer Science
    • C. L. Blake and C. J. Merz. Repository of machine learning databases. [http://www.ics.uci.edu/mlearn/MLRepository.html]. Irvine, CA: University of California, Department of Information and Computer Science., 1998.
    • (1998) Repository of Machine Learning Databases
    • Blake, C.L.1    Merz, C.J.2
  • 2
    • 0000275022 scopus 로고    scopus 로고
    • Prediction games and arcing algorithms
    • L. Breiman. Prediction games and arcing algorithms. Neural Computation, 11(7):1493-1517, 1999.
    • (1999) Neural Computation , vol.11 , Issue.7 , pp. 1493-1517
    • Breiman, L.1
  • 6
    • 84983110889 scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Y. Freund and R. E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. In European Conference on Computational Learning Theory, pages 23-37, 1995.
    • (1995) European Conference on Computational Learning Theory , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 7
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • J. H. Friedman. Greedy function approximation: A gradient boosting machine. Annals of Statistics, 29(5), 2001.
    • (2001) Annals of Statistics , vol.29 , Issue.5
    • Friedman, J.H.1
  • 8
    • 0034164230 scopus 로고    scopus 로고
    • Additive logistic regression: A statistical view of boosting
    • J. H. Friedman, T. Hastie, and R. Tibshirani. Additive logistic regression: a statistical view of boosting. Annals of Statistics, 28:337-407, 2000.
    • (2000) Annals of Statistics , vol.28 , pp. 337-407
    • Friedman, J.H.1    Hastie, T.2    Tibshirani, R.3
  • 10
    • 0032686461 scopus 로고    scopus 로고
    • Arbitrary-norm separating plane
    • O. Mangasarian. Arbitrary-norm separating plane. Operations Research Letters, 24(1-2):15-23, 1999.
    • (1999) Operations Research Letters , vol.24 , Issue.1-2 , pp. 15-23
    • Mangasarian, O.1
  • 14
    • 9444281761 scopus 로고    scopus 로고
    • Efficient margin maximization with boosting
    • submitted to, December
    • G. Rätsch and M. W. Warmuth. Efficient margin maximization with boosting. submitted to JMLR, December 2002.
    • (2002) JMLR
    • Rätsch, G.1    Warmuth, M.W.2
  • 16
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • R. E. Schapire, Y. Freund, P. Bartlett, and W. S. Lee. Boosting the margin: a new explanation for the effectiveness of voting methods. Annals of Statistics, 26:1651-1686, 1998.
    • (1998) Annals of Statistics , vol.26 , pp. 1651-1686
    • Schapire, R.E.1    Freund, Y.2    Bartlett, P.3    Lee, W.S.4
  • 17
    • 0037355948 scopus 로고    scopus 로고
    • Sequential greedy approximation for certain convex optimization problems
    • T. Zhang. Sequential greedy approximation for certain convex optimization problems. IEEE Transactions on Information Theory, 49, 2003.
    • IEEE Transactions on Information Theory , vol.49 , pp. 2003
    • Zhang, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.