Semiparametric ROC surfaces for continuous diagnostic tests based on two test measurements.

Abstract:

:We propose a semiparametric method for estimating ROC surfaces for continuous diagnostic tests based on two test measurements. Such a three-class diagnostic problem based on two test measurements arises naturally from some DNA amplification-related diagnostic scenarios. Simulation results show that our proposed semiparametric ROC surface estimator is more efficient than the nonparametric counterpart and is quite comparable with the parametric counterpart when model assumption of the data is correctly specified for the parametric method. Moreover, when the parametric model assumption is not true, our proposed semiparametric method is superior to both nonparametric and parametric methods. Some discussions and a simulated example along with R programs for implementation of the proposed method are also provided.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Wan S,Zhang B

doi

10.1002/sim.3625

subject

Has Abstract

pub_date

2009-08-15 00:00:00

pages

2370-83

issue

18

eissn

0277-6715

issn

1097-0258

journal_volume

28

pub_type

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