The use of the area under the ROC curve in the evaluation of machine learning algorithms
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Fukunaga, 1990
Therrien, 1989
Walpole, 1990
Dorfmann, 1969, Maximum likelihood estimation of parameters of signal detection theory and determination of confidence intervals-rating method data, J. Math. Psychology, 6, 487, 10.1016/0022-2496(69)90019-4
Swets, 1979, ROC analysis applied to the evaluation of medical imaging techniques, Invest. Radiol., 14, 109, 10.1097/00004424-197903000-00002
Hanley, 1982, The meaning and use of the area under a receiver operating characteristic (ROC) curve, Radiology, 143, 29, 10.1148/radiology.143.1.7063747
Hanley, 1983, A method of comparing the areas under receiver operating characteristic curves derived from the same cases, Radiology, 148, 839, 10.1148/radiology.148.3.6878708
Friedman, 1993, An overview of predictive learning and function approximation, Vol. 136, 1
Walker, 1994, Classification of cervical cell nuclei using morphological segmentation and textural feature extraction, 297
Ray, 1994, Relationship of platelet aggregation to bleeding after cardiopulmonary bypass, Ann. Thoracic Surgery, 57, 981, 10.1016/0003-4975(94)90218-6
Wolberg, 1990, Multisurface method of pattern separation for medical diagnosis applied to breast cytology, #87#12, 9193
Smith, 1988, Using the (ADAP) learning algorithm to forecast the onset of diabetes mellitus, 261
Detrano, 1989, International application of a new probability algorithm for the diagnosis of coronary artery disease, Am. J. Cardiol., 64, 304, 10.1016/0002-9149(89)90524-9
Gennari, 1989, Models of incremental conceot formation, Artif. Intell., 40, 11, 10.1016/0004-3702(89)90046-5
Lovell, 1996, The multiscale classifier, IEEE Trans. Pattern Analysis Mach. Intell., 18, 124, 10.1109/34.481538
Devijver, 1982
Rauber, 1993, A tool☐ for the Analysis and Visualisation of Sensor Data in Supervision
Tou, 1981
Hand, 1981
Quinlan, 1993
Minsky, 1969
Rumelhart, 1986, Learning Internal Representations by Error Propagation
Rosenblatt, 1961
Twomey, 1993, Power curves for pattern classification networks, 950
Nguyen, 1990, Improving the Learning Speed of 2-Layer Neural networks by Choosing Initial Values of Adaptive Weights, 3, 21
Weiss, 1991, Computer Systems That Learn: Classification and Prediction Methods from Statistics, Neural Networks, Machine Learning and Expert Systems
Breiman, 1984
Friedman, 1995, Introduction to computational learning and statistical prediction, Tutorial
Efron, 1979, Bootstrap methods: Another look at the jackknife, Ann. Statist., 7, 1, 10.1214/aos/1176344552
Swets, 1982
Hicks, 1993
Bradley, 1994, On the methodology for comparing learning algorithms: A case study, 37
Raubertas, 1994, ROC Curves for Classification Trees, Med. Decision Making, 14, 169, 10.1177/0272989X9401400209
Green, 1966