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Volumn , Issue , 2011, Pages 517-526

An analysis of performance measures for binary classifiers

Author keywords

Classifier evaluation; Performance metrics; Supervised learning

Indexed keywords

BINARY CLASSIFIERS; CLASSIFIER EVALUATION; DATA SETS; EMPIRICAL ANALYSIS; PERFORMANCE MEASURE; PERFORMANCE METRICS; TEST DATA; THEORETICAL RESULT;

EID: 84857160324     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2011.21     Document Type: Conference Paper
Times cited : (48)

References (29)
  • 1
    • 84880794162 scopus 로고    scopus 로고
    • AUC: A statistically consistent and more discriminating measure than accuracy
    • C. X. Ling, J. Huang, and H. Zhang, "AUC: a statistically consistent and more discriminating measure than accuracy," in IJCAI, 2003, pp. 519-526.
    • (2003) IJCAI , pp. 519-526
    • Ling, C.X.1    Huang, J.2    Zhang, H.3
  • 2
    • 46149086179 scopus 로고    scopus 로고
    • About the relationship between ROC curves and Cohen's kappa
    • September
    • A. Ben-David, "About the relationship between ROC curves and Cohen's kappa," Engineering Applications of Artificial Intelligence, vol. 21, pp. 874-882, September 2008.
    • (2008) Engineering Applications of Artificial Intelligence , vol.21 , pp. 874-882
    • Ben-David, A.1
  • 3
    • 0035283313 scopus 로고    scopus 로고
    • Robust classification for imprecise environments
    • F. J. Provost and T. Fawcett, "Robust classification for imprecise environments," Machine Learning, vol. 42, no. 3, pp. 203-231, 2001.
    • (2001) Machine Learning , vol.42 , Issue.3 , pp. 203-231
    • Provost, F.J.1    Fawcett, T.2
  • 4
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • January
    • J. Demsar, "Statistical comparisons of classifiers over multiple data sets," Journal of Machine Learning Research, vol. 7, pp. 1-30, January 2006.
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 5
    • 69549133517 scopus 로고    scopus 로고
    • Measuring classifier performance: A coherent alternative to the area under the ROC curve
    • October
    • D. J. Hand, "Measuring classifier performance: a coherent alternative to the area under the ROC curve," Machine Learning, vol. 77, pp. 103-123, October 2009.
    • (2009) Machine Learning , vol.77 , pp. 103-123
    • Hand, D.J.1
  • 6
    • 84857186317 scopus 로고    scopus 로고
    • AUK: A simple alternative to the AUC
    • Erasmus Research Institute of Management (ERIM) , Jun. [Online]
    • U. Kaymak, A. Ben-David, and R. Potharst, "AUK: a simple alternative to the AUC," Erasmus Research Institute of Management (ERIM), Research Paper ERS-2010-024-LIS, Jun. 2010. [Online]. Available: http://ideas.repec.org/ p/dgr/eureri/1765019678.html
    • (2010) Research Paper ERS-2010-024-LIS
    • Kaymak, U.1    Ben-David, A.2    Potharst, R.3
  • 7
    • 0004217877 scopus 로고
    • 2nd ed. Newton, MA, USA: Butterworth-Heinemann
    • C. J. V. Rijsbergen, Information Retrieval, 2nd ed. Newton, MA, USA: Butterworth-Heinemann, 1979.
    • (1979) Information Retrieval
    • Rijsbergen, C.J.V.1
  • 9
    • 48649105446 scopus 로고    scopus 로고
    • Estimating average precision when judgments are incomplete
    • July
    • E. Yilmaz and J. A. Aslam, "Estimating average precision when judgments are incomplete," Knowledge and Information Systems, vol. 16, pp. 173-211, July 2008.
    • (2008) Knowledge and Information Systems , vol.16 , pp. 173-211
    • Yilmaz, E.1    Aslam, J.A.2
  • 11
    • 0024370623 scopus 로고
    • Analyzing a portion of the ROC curve
    • D. McClish, "Analyzing a portion of the ROC curve," Medical Decision Making, vol. 9, no. 3, pp. 190-195, 1989.
    • (1989) Medical Decision Making , vol.9 , Issue.3 , pp. 190-195
    • McClish, D.1
  • 12
    • 0041833610 scopus 로고    scopus 로고
    • Partial AUC estimation and regression
    • L. E. Dodd and M. S. Pepe, "Partial AUC estimation and regression," Biometrics, vol. 59, pp. 614-623, 2003.
    • (2003) Biometrics , vol.59 , pp. 614-623
    • Dodd, L.E.1    Pepe, M.S.2
  • 13
    • 0003562954 scopus 로고    scopus 로고
    • A simple generalisation of the area under the ROC curve for multiple class classification problems
    • October
    • D. J. Hand and R. J. Till, "A simple generalisation of the area under the ROC curve for multiple class classification problems," Machine Learning, vol. 45, pp. 171-186, October 2001.
    • (2001) Machine Learning , vol.45 , pp. 171-186
    • Hand, D.J.1    Till, R.J.2
  • 14
    • 84973587732 scopus 로고
    • A coefficient of agreement for nominal scales
    • April
    • J. Cohen, "A coefficient of agreement for nominal scales," Educational and Psychological Measurement, vol. 20, no. 1, pp. 37-46, April 1960.
    • (1960) Educational and Psychological Measurement , vol.20 , Issue.1 , pp. 37-46
    • Cohen, J.1
  • 17
    • 2942731012 scopus 로고    scopus 로고
    • An extensive empirical study of feature selection metrics for text classification
    • March
    • G. Forman, "An extensive empirical study of feature selection metrics for text classification," Journal of Machine Learning Research, vol. 3, pp. 1289-1305, March 2003.
    • (2003) Journal of Machine Learning Research , vol.3 , pp. 1289-1305
    • Forman, G.1
  • 24
    • 84946650481 scopus 로고
    • Probable inference, the law of succession, and statistical inference
    • E. B. Wilson, "Probable inference, the law of succession, and statistical inference," Journal of the American Statistical Association, vol. 22, no. 158, pp. 209-212, 1927.
    • (1927) Journal of the American Statistical Association , vol.22 , Issue.158 , pp. 209-212
    • Wilson, E.B.1
  • 29
    • 33748991193 scopus 로고    scopus 로고
    • Cost curves: An improved method for visualizing classifier performance
    • C. Drummond and R. C. Holte, "Cost curves: An improved method for visualizing classifier performance." Machine Learning, vol. 65, no. 1, pp. 95-130, 2006.
    • (2006) Machine Learning , vol.65 , Issue.1 , pp. 95-130
    • Drummond, C.1    Holte, R.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.