Fitting of ROC Curves for Continuous Data by Using Correction of the Mean and Standard Deviation

WATARU OGAWA, GIICHIRO NAKAYA, HIROSHI KARASAWA · Japanese Journal of Radiological Technology · 2004

We examined ROC curve fitting with continuous rating data by using a corrected mean value and corrected standard deviation as binormal ROC parameters. Curve fitting was performed by using corrected categorical data in the same way as the continuous data. A large residual of curve fitting was found in cases of difference between means of positive and negative signal data greater than three times the standard deviation, or with a ratio of the standard deviation of positive and negative signal data above six. We conclude that our proposed method performed well for ROC curve fitting except in some special cases.

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