The goal of kernhaz is to estimate the unconditional and the conditional hazard function for right-censored data. The package includes two methods of the bandwidth selection - crossvalidation and maximum likelihood method.
You can install the released version of kernhaz from CRAN with:
install.packages("kernhaz")
The unconditional hazard function, the bandwidth is selected using the crossvalidation method:
library(survival)
<-khazard(times = lung$time,delta = lung$status-1)
fit1plot(fit1)
The unconditional hazard function, four bandwidths are considered:
library(survival)
<-khazard(times = lung$time,delta = lung$status-1,h=c(100,150,200,250), value="both")
fit2plot(fit2,h=200)
The conditional hazard function, bandwidths are selected using the crossvalidation method:
library(survival)
<-khazardcond(times = lung$time,delta = lung$status-1,covariate = lung$age)
fit3plot(fit3)
The conditional hazard function, bandwidths are user’s choice:
library(survival)
<-khazardcond(times = lung$time,delta = lung$status-1,covariate = lung$age,h=c(200,20))
fit4plot(fit4)