\name{td.sens.spec} \alias{td.sens.spec} %- Also NEED an '\alias' for EACH other topic documented here. \title{ Function to compute sensitivity and specificity for a binary classification of survival data } \description{ The function is a wrapper for the \code{\link[survivalROC]{survivalROC.C}} function in order to compute sensitivity and specificity for a binary classification of survival data. } \usage{ td.sens.spec(cl, surv.time, surv.event, time, span = 0, sampling = FALSE, na.rm = FALSE, ...) } %- maybe also 'usage' for other objects documented here. \arguments{ \item{cl}{ vector of binary classes. } \item{surv.time}{ vector of times to event occurrence. } \item{surv.event}{ vector of event occurrence indicators. } \item{time}{ time point for sensitivity and specificity estimations. } \item{span}{ Span for the NNE. Default value is 0. } \item{sampling}{ jackknife procedure to estimate the standard error of sensitivity and specificity estimations.} \item{na.rm}{ \code{TRUE} if the missing values should be removed from the data, \code{FALSE} otherwise. } \item{\dots}{ additional arguments to be passed to the \code{\link[survivalROC]{survivalROC}} function. } } \details{Only NNE method is used to estimate sensitivity and specificity (see \code{\link[survivalROC]{survivalROC.C}}). The standard error for sensitivity and specificity is estimated through jackknife procedure (see \code{\link[bootstrap]{jackknife}}).} \value{ \item{sens}{sensitivity estimate} \item{sens.se}{standard error for sensitivity estimate} \item{spec}{specificity estimate} \item{spec.se}{standard error for specificity estimate} } \references{ Heagerty, P. J. and Lumley, T. L. and Pepe, M. S. (2000) "Time-Dependent ROC Curves for Censored Survival Data and a Diagnostic Marker", \emph{Biometrics}, \bold{56}, pages 337--344. Efron, B. and Tibshirani, R. (1986). "The Bootstrap Method for standard errors, confidence intervals, and other measures of statistical accuracy", \emph{Statistical Science}, \bold{1} (1), pages 1--35. } \author{ Benjamin Haibe-Kains } %\note{} \seealso{ \code{\link[survivalROC]{survivalROC}} } \examples{ set.seed(12345) gender <- sample(c(0,1), 100, replace=TRUE) stime <- rexp(100) cens <- runif(100,.5,2) sevent <- as.numeric(stime <= cens) stime <- pmin(stime, cens) mysenspec <- td.sens.spec(cl=gender, surv.time=stime, surv.event=sevent, time=1, span=0, na.rm=FALSE) } % Add one or more standard keywords, see file 'KEYWORDS' in the % R documentation directory. \keyword{ survival }