메뉴 건너뛰기




Volumn , Issue , 2000, Pages 561-567

ν-Arc: Ensemble learning in the presence of outliers

Author keywords

[No Author keywords available]

Indexed keywords

STATISTICS;

EID: 0008161172     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (5)

References (17)
  • 2
    • 0003929807 scopus 로고    scopus 로고
    • Prediction games and arcing algorithms
    • Statistics Department University of California' December
    • L. Breiman. Prediction games and arcing algorithms. Technical Report 504' Statistics Department' University of California' December 1997.
    • (1997) Technical Report 504
    • Breiman, L.1
  • 4
    • 84983110889 scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Springer-Verlag
    • Y. Freund and R. E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. In Computational Learning Theory: Eurocolt '95' pages 23-37. Springer-Verlag' 1995.
    • (1995) Computational Learning Theory: Eurocolt ' , vol.95 , pp. 23-37
    • Freund, Y.1    Schapire, R.E.2
  • 5
    • 0031211090 scopus 로고    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. J. of Comp. & Syst. Sc.' 55(1):119-139' 1997.
    • (1997) J. of Comp. & Syst. Sc. , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 7
    • 0031638384 scopus 로고    scopus 로고
    • Boosting in the limit: Maximizing the margin of learned ensembles
    • A. Grove and D. Schuurmans. Boosting in the limit: Maximizing the margin of learned ensembles. In Proc. of the 15th Nat. Conf. on AI' pages 692-699' 1998.
    • (1998) Proc. of the 15th Nat. Conf. on AI , pp. 692-699
    • Grove, A.1    Schuurmans, D.2
  • 9
    • 0033870982 scopus 로고    scopus 로고
    • Improved generalization through explicit optimization of margins
    • to appear
    • L. Mason' P. L. Bartlett' and J. Baxter. Improved generalization through explicit optimization of margins. Machine Learning' 1999. to appear.
    • (1999) Machine Learning
    • Mason, L.1    Bartlett, P.L.2    Baxter, J.3
  • 10
    • 84949196941 scopus 로고    scopus 로고
    • Boosting first-order learning (invited lecture)
    • J. R. Quinlan. Boosting first-order learning (invited lecture). Lecture Notes in Computer Science' 1160:143' 1996.
    • (1996) Lecture Notes in Computer Science , vol.1160 , pp. 143
    • Quinlan, J.R.1
  • 11
    • 0003851811 scopus 로고    scopus 로고
    • Soft margins for AdaBoost
    • Department of Computer Science' Royal Holloway' University of London' Egham' UK. To appear in Machine Learning
    • G. Ratsch' T. Onoda' and K.-R. Müller. Soft margins for AdaBoost. Technical Report NC-TR-1998-021' Department of Computer Science' Royal Holloway' University of London' Egham' UK' 1998. To appear in Machine Learning.
    • (1998) Technical Report NC-TR-1998-021
    • Ratsch, G.1    Onoda, T.2    Müller, K.-R.3
  • 12
    • 0002829165 scopus 로고    scopus 로고
    • Robust ensemble learning
    • A.J. Smola' P.L. Bartlett' B. Scholköpf' and D. Schuurmans' editors MIT Press' Cambridge' MA
    • G. Ratsch' B. Schokopf' A. Smola' S. Mika' T. Onoda' and K.-R. Müller. Robust ensemble learning. In A.J. Smola' P.L. Bartlett' B. Scholköpf' and D. Schuurmans' editors' Advances in LMC' pages 207-219. MIT Press' Cambridge' MA' 1999.
    • (1999) Advances in LMC , pp. 207-219
    • Ratsch, G.1    Schokopf, B.2    Smola, A.3    Mika, S.4    Onoda, T.5    Müller, K.-R.6
  • 13
    • 0032280519 scopus 로고    scopus 로고
    • Boosting the margin: A new explanation for the effectiveness of voting methods
    • Earlier appeared in: D. H. Fisher' Jr. (ed.)' Proc. ICML97 M. Kaufmann
    • R. Schapire' Y. Freund' P. L. Bartlett' and W. Sun Lee. Boosting the margin: A new explanation for the effectiveness of voting methods. Annals of Statistics' 1998. (Earlier appeared in: D. H. Fisher' Jr. (ed.)' Proc. ICML97' M. Kaufmann).
    • (1998) Annals of Statistics
    • Schapire, R.1    Freund, Y.2    Bartlett, P.L.3    Sun Lee, W.4
  • 16
    • 84898928884 scopus 로고    scopus 로고
    • Training methods for adaptive boosting of neural networks
    • Michael I. Jordan' Michael J. Kearns' and Sara A. Solla' editors. The MIT Press
    • H. Schwenk and Y. Bengio. Training methods for adaptive boosting of neural networks. In Michael I. Jordan' Michael J. Kearns' and Sara A. Solla' editors' Advances in Neural Inf. Processing Systems' volume 10. The MIT Press' 1998.
    • (1998) Advances in Neural Inf. Processing Systems , vol.10
    • Schwenk, H.1    Bengio, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.