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Receiver Operating Characteristic

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  1. Cortes C, Mohri M. Auc optimization vs. error rate minimization. In: Advances in Neural Information Proceedings of the Systems 16, Proceedings of the Neural Information Proceedings of the Systems; 2003.

    Google Scholar 

  2. Davis J, Goadrich M. The relationship between precision-recall and roc curves. In: Proceedings of the 23rd International Conference on Machine Learning; 2006.

    Google Scholar 

  3. Drummond C, Holte RC. Explicitly representing expected cost: an alternative to roc representation. In: Proceedings of the 6th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; 2000. p. 198–207.

    Google Scholar 

  4. Fawcett T. An introduction to roc analysis. Pattern Recogn Lett. 2006;27(8):861–74.

    Article  MathSciNet  Google Scholar 

  5. Ferri C, Flach PA, Hernandez-Orallo J. Learning decision trees using the area under the roc curve. In: Proceedings of the 19th International Conference on Machine Learning; 2002.

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  6. Green DM, Swets JA, editors. Swets signal detection theory and psychophysics. New York: Wiley; 1966.

    Google Scholar 

  7. Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (roc) curve. Radiology. 1982;143(1):29–36.

    Article  Google Scholar 

  8. Joachims T. A support vector method for multivariate performance measures. In: Proceedings of the 22nd International Conference on Machine Learning; 2005.

    Google Scholar 

  9. Lusted LB. Signal detectability and medical decision making. Science. 1971;171(3977):1217.

    Article  Google Scholar 

  10. McNeil BJ, Hanley JA. Statistical approaches to the analysis of the receiver operating characteristic (roc) curves. Med Decis Mak. 1984;4(2): 137–50.

    Article  Google Scholar 

  11. Peterson WW, Birdsall TG, Fox WC. The theory of signal detectability. IRE Trans. 1954;PGIT-4(4): 171.

    Google Scholar 

  12. Provost FJ, Fawcett T. Analysis and visualization of classifier performance: comparison under imprecise class and cost distributions. In: Proceedings of the 3rd International Conference on Knowledge Discovery and Data Mining; 1997. p. 43–8.

    Google Scholar 

  13. Sackett DL. Clinical diagnosis and the clinical laboratory. Clin Invest Med. 1978;1:37.

    Google Scholar 

  14. Spackman KA. Signal detection theory: valuable tools for evaluating inductive learning. In: Proceedings of the 6th International Workshop on Machine Learning; 1989. p. 160–3.

    Chapter  Google Scholar 

  15. Swets JA. The relative operating characteristics in psychology. Science. 1973;182(4116):990.

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Correspondence to Pang-Ning Tan .

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Tan, PN. (2018). Receiver Operating Characteristic. In: Liu, L., Özsu, M.T. (eds) Encyclopedia of Database Systems. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8265-9_569

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