plotROC: A Tool for Plotting ROC Curves

被引:181
|
作者
Sachs, Michael C. [1 ]
机构
[1] Karolinska Inst, Unit Biostat, Nobels Vag 13, S-17177 Stockholm, Sweden
来源
JOURNAL OF STATISTICAL SOFTWARE | 2017年 / 79卷 / CN2期
关键词
ROC curves; graphics; interactive; plots;
D O I
10.18637/jss.v079.c02
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Plots of the receiver operating characteristic (ROC) curve are ubiquitous in medical research. Designed to simultaneously display the operating characteristics at every possible value of a continuous diagnostic test, ROC curves are used in oncology to evaluate screening, diagnostic, prognostic and predictive biomarkers. I reviewed a sample of ROC curve plots from the major oncology journals in order to assess current trends in usage and design elements. My review suggests that ROC curve plots are often ineffective as statistical charts and that poor design obscures the relevant information the chart is intended to display. I describe my new R package that was created to address the shortcomings of existing tools. The package has functions to create informative ROC curve plots, with sensible defaults and a simple interface, for use in print or as an interactive web-based plot. A web application was developed to reach a broader audience of scientists who do not use R.
引用
收藏
页数:19
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