knitr::opts_chunk$set( collapse = TRUE, comment = "#>" )
library(poreg) require(survival)
Generate simulated data.
set.seed(123) df = 10 nn = 1000 beta = c(0.5,0,-0.5, rep(0,10)) sim_PO_data = PO.sim(nn, beta, C.gen = function(n) 5+rbinom(n,1,0.5)*runif(n, -5, 0)) str(sim_PO_data)
Use U-Method
res_umethod = PO(Surv(X, delta) ~ Z[,1]+ Z[,2]+ Z[,3]+ Z[,4]+ Z[,5]+ Z[,6]+ Z[,7] + Z[,8]+ Z[,9]+ Z[,10]+ Z[,11]+ Z[,12]+ Z[,13], data = sim_PO_data,method = 'U-method') res_umethod$coefficients
Use NPMLE
res_npmle = PO(Surv(X, delta) ~ Z[,1]+ Z[,2]+ Z[,3]+ Z[,4]+ Z[,5]+ Z[,6]+ Z[,7] + Z[,8]+ Z[,9]+ Z[,10]+ Z[,11]+ Z[,12]+ Z[,13], data = sim_PO_data,method = 'NPMLE') res_npmle$coefficients
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