A MEASURE OF ASSOCIATION FOR ASSESSING PREDICTION ACCURACY THAT IS A GENERALIZATION OF NONPARAMETRIC ROC AREA

Citation
Wd. Smith et al., A MEASURE OF ASSOCIATION FOR ASSESSING PREDICTION ACCURACY THAT IS A GENERALIZATION OF NONPARAMETRIC ROC AREA, Statistics in medicine, 15(11), 1996, pp. 1199-1215
Citations number
49
Categorie Soggetti
Statistic & Probability","Medicine, Research & Experimental","Public, Environmental & Occupation Heath","Statistic & Probability","Medical Informatics
Journal title
ISSN journal
02776715
Volume
15
Issue
11
Year of publication
1996
Pages
1199 - 1215
Database
ISI
SICI code
0277-6715(1996)15:11<1199:AMOAFA>2.0.ZU;2-A
Abstract
There is a need for a measure of prediction accuracy that generalizes non-parametric receiver operating characteristic (ROC) area to polytom ous ordinal patient state. We describe such a measure, prediction prob ability P-K, derived from Kim's measure of association. We show that t he value of P-K equals the value of non-parametric ROC area for dichot omous patient state and is a meaningful generalization of nonparametri c ROC area for polytomous state.