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Volumn 2006, Issue , 2006, Pages 1-11

Area under ROC optimisation using a ramp approximation

Author keywords

AUC; Binary Classification; Gradient Descent; Mann Whitney Statistic; ROC

Indexed keywords

APPROXIMATION THEORY; DATA REDUCTION; HEURISTIC METHODS; NONLINEAR CONTROL SYSTEMS; OPTIMIZATION;

EID: 33745470550     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1137/1.9781611972764.1     Document Type: Conference Paper
Times cited : (5)

References (16)
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    • Bamber, D.1
  • 2
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the roc curve in the evaluation of machine learning algorithms
    • A. P. Bradley. The use of the area under the roc curve in the evaluation of machine learning algorithms. Pattern Recognition, 30(7):1145-1159, 1997.
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.P.1
  • 8
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    • On a test whether one of two random variables is stochastically larger than the other
    • H. B. Mann and D. R. Whitney. On a test whether one of two random variables is stochastically larger than the other. Ann. Math. Statist., 18:50-60, 1947.
    • (1947) Ann. Math. Statist. , vol.18 , pp. 50-60
    • Mann, H.B.1    Whitney, D.R.2
  • 9
    • 84858910510 scopus 로고    scopus 로고
    • M. J. McPhaden. http://www.pmel.noaa.gov/tao, 2005.
    • (2005)
    • McPhaden, M.J.1
  • 13
    • 84858910511 scopus 로고    scopus 로고
    • J. R. Quinlan. http://www.rulequest.com/see5-unix.html, 2004.
    • (2004)
    • Quinlan, J.R.1
  • 15
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    • Learning when training data are costly: The effect of class distribution on tree induction
    • 2003
    • G. M. Weiss and F. Provost. Learning when training data are costly: The effect of class distribution on tree induction. Journal of Artificial Intelligence Research, 19(2003):315-354, 2003.
    • (2003) Journal of Artificial Intelligence Research , vol.19 , pp. 315-354
    • Weiss, G.M.1    Provost, F.2
  • 16
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    • Optimizing classifier performance via approximation to the wilcoxon-mann-whitney statistic
    • AAAI Press, Menlo Park, CA
    • L. Yan, R. Dodier, M. C. Mozer, and R. Wolniewicz. Optimizing classifier performance via approximation to the wilcoxon-mann-whitney statistic. In Proceedings of the Twentieth Intl. Conf. on Machine Learning, pages 848-855. AAAI Press, Menlo Park, CA, 2003.
    • (2003) Proceedings of the Twentieth Intl. Conf. on Machine Learning , pp. 848-855
    • Yan, L.1    Dodier, R.2    Mozer, M.C.3    Wolniewicz, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.