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The R package mvna (multivariate Nelson-Aalen estimator) permits to estimate non-parametrically the cumulative transition hazards of arbitrary Markov multi-state models using the Nelson-Aalen estimator.
You can download the stable version on CRAN
install.packages("mvna")
Or you can install the development version from github
## if necessary
## install.packages("devtools")
devtools::install_github("aallignol/mvna")
library(mvna)
data(sir.cont)
# Matrix of possible transitions
tra <- matrix(ncol=3,nrow=3,FALSE)
tra[1, 2:3] <- TRUE
tra[2, c(1, 3)] <- TRUE
# Modification for patients entering and leaving a state
# at the same date
sir.cont <- sir.cont[order(sir.cont$id, sir.cont$time), ]
for (i in 2:nrow(sir.cont)) {
if (sir.cont$id[i]==sir.cont$id[i-1]) {
if (sir.cont$time[i]==sir.cont$time[i-1]) {
sir.cont$time[i-1] <- sir.cont$time[i-1] - 0.5
}
}
}
# Computation of the Nelson-Aalen estimates
na.cont <- mvna(sir.cont,c("0","1","2"),tra,"cens")
if (require("lattice")) {
xyplot(na.cont,tr.choice=c("0 2","1 2"),aspect=1,
strip=strip.custom(bg="white",
factor.levels=c("No ventilation -- Discharge/Death",
"Ventilation -- Discharge/Death"),
par.strip.text=list(cex=0.9)),
scales=list(alternating=1),xlab="Days",
ylab="Nelson-Aalen estimates")
}
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.