\name{cvpl} \alias{cvpl} %- Also NEED an '\alias' for EACH other topic documented here. \title{ Function to compute the CVPL } \description{ The function computes the cross-validated partial likelihood (CVPL) for the Cox model. } \usage{ cvpl(x, surv.time, surv.event, strata, nfold = 1, setseed, na.rm = FALSE, verbose = FALSE) } %- maybe also 'usage' for other objects documented here. \arguments{ \item{x}{ data matrix } \item{surv.time}{ vector of times to event occurrence } \item{surv.event}{ vector of indicators for event occurrence } \item{strata}{ stratification variable } \item{nfold}{ number of folds for the cross-validation } \item{setseed}{ seed for the random generator } \item{na.rm}{ \code{TRUE} if the missing values should be removed from the data, \code{FALSE} otherwise } \item{verbose}{ verbosity of the function } } %%\details{ %%} \value{ \item{cvpl }{mean cross-validated partial likelihood (lower is better)} \item{pl }{vector of cross-validated partial likelihoods} \item{convergence }{vector of booleans reporting the convergence of the Cox model in each fold} \item{n }{number of observations used to estimate the cross-validated partial likelihood} } \references{ Verweij PJM. and van Houwelingen H (1993) "Cross-validation in survival analysis", \emph{Statistics in Medicine}, \bold{12}, pages 2305--2314 van Houwelingen H, Bruinsma T, Hart AA, van't Veer LJ, and Wessels LFA (2006) "Cross-validated Cox regression on microarray gene expression data", \emph{Statistics in Medicine}, \bold{25}, pages 3201--3216. } \author{ Benjamin Haibe-Kains } %\note{} \seealso{ \code{\link{logpl}}, \code{\link[survival]{coxph}} } \examples{ set.seed(12345) age <- rnorm(100, 50, 10) stime <- rexp(100) cens <- runif(100,.5,2) sevent <- as.numeric(stime <= cens) stime <- pmin(stime, cens) strat <- sample(1:3, 100, replace=TRUE) cvpl(x=age, surv.time=stime, surv.event=sevent, strata=strat, nfold=10, setseed=54321) } % Add one or more standard keywords, see file 'KEYWORDS' in the % R documentation directory. \keyword{ survival }