sim_kara_YZmis2.R

library(SDEtransport)

boots = 500
type = "YZmis"
load("func_forms.RData")

if (type == "YMmis") {
  func_list = func_formsYM$func_listYMmis
  forms = func_formsYM$formsYZmis
}

if (type == "YSmis") {
  func_list = func_formsYS$func_listYSmis
  forms = func_formsYS$formsYZmis
}

if (type == "YZmis") {
  func_list = func_formsYZ$func_listYZmis
  forms = func_formsYZ$formsYZmis
}

system(paste0("mkdir -p ", paste0("results", type)))

sim_kara = function(n, forms, truth, B = 500) {
  
  data = gendata.SDEtransport(n, 
                              f_W = truth$f_W, 
                              f_S = truth$f_S, 
                              f_A = truth$f_A, 
                              f_Z = truth$f_Z, 
                              f_M = truth$f_M, 
                              f_Y = truth$f_Y)
  SDE_glm4(data, truth = truth,
           truncate = list(lower =.0001, upper = .9999),
           B=B, forms = forms, RCT = 0.5)
}

library(parallel)

B = 1000
n=100

res100_YZmis = mclapply(1:B, FUN = function(x) sim_kara(n=100, forms=forms, truth=func_list, B = boots),
                        mc.cores = getOption("mc.cores", 20L))

save(res100_YZmis, func_list, forms, file = paste0("results", type, "/res100_YZmis.RData"))

B = 1000
n=500

res500_YZmis = mclapply(1:B, FUN = function(x) sim_kara(n=500, forms=forms, truth=func_list, B = boots),
                        mc.cores = getOption("mc.cores", 20L))

save(res500_YZmis, func_list, forms, file = paste0("results", type, "/res500_YZmis.RData"))

rm("res100_YZmis", "res500_YZmis")

B = 1000
n=5000

res5000_YZmis = mclapply(1:B, FUN = function(x) sim_kara(n=5000, forms=forms, truth=func_list, B = boots), 
                         mc.cores = getOption("mc.cores", 20L))


save(res5000_YZmis, func_list, forms, file = paste0("results", type, "/res5000_YZmis.RData"))