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bcROCsurface (version 1.0-4)

Bias-Corrected Methods for Estimating the ROC Surface of Continuous Diagnostic Tests

Description

The bias-corrected estimation methods for the receiver operating characteristics ROC surface and the volume under ROC surfaces (VUS) under missing at random (MAR) assumption.

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Install

install.packages('bcROCsurface')

Monthly Downloads

278

Version

1.0-4

License

GPL (>= 2)

Maintainer

Khanh Duc

Last Published

February 14th, 2020

Functions in bcROCsurface (1.0-4)

bcROCsurface-package

Bias-Corrected Methods for Estimating the ROC Surface of Continuous Diagnostic Tests

EOC

A sub-data from Pre-PLCO Phase II Dataset

psglm

Fitting verification models

CVknn

Cross-validation for K nearest-neighbor regression

preDATA

Preparing monotone ordered disease classes

rhoKNN

K nearest-neighbor (KNN) regression

asyVarVUS

Asymptotic variance estimation for VUS

print.vus

Print summary results of VUS

asyCovTCF

Asymptotic variance-covariance estimation for True Class Fractions (TCFs) at the cut point \((c_1, c_2)\)

ROCsurface

Receiver operating characteristics surface for a continuous diagnostic test

rhoMLogit

Fitting disease models via multinomial logistic models

vus

Estimation methods for volume under ROC surface (VUS)