#' Title
#'
#' @param data.surv
#' @param surv.methods
#' @param cox.submodels
#' @param coxnet.submodels
#' @param penaFG.submodels
#' @param spls.submodels
#' @param rsf.submodels
#' @param rsf.split
#' @param cause
#' @param CR
#'
#' @return
#' @export
#'
#' @examples
LMsurv <- function(data.surv, surv.methods, cox.submodels, coxnet.submodels, penaFG.submodels,
spls.submodels, rsf.submodels, rsf.split, cause = 1, CR = FALSE,
nodesize.grid = NULL, mtry.grid = NULL){
cat("Survival estimation on data train","\n")
cat("----------------------------------","\n")
model.surv <- list()
for (surv.method in surv.methods){
if (surv.method=="cox"){
cat("cox...")
model.surv[[surv.method]] <- LMsurv.cox(data.surv = data.surv, cox.submodels = cox.submodels)
}
if (surv.method=="penalized-FG"){
cat("Penalized-Fine&Gray...")
model.surv[[surv.method]] <- LMsurv.penaFG(data.surv = data.surv, penaFG.submodels = penaFG.submodels,
cause = cause)
}
if (surv.method=="penalized-cox"){
cat("Penalized-Cox...")
if (!CR){
model.surv[[surv.method]] <- LMsurv.coxnet(data.surv = data.surv, coxnet.submodels = coxnet.submodels)
}else{
model.surv[[surv.method]] <- LMsurv.coxnet.CR(data.surv = data.surv, coxnet.submodels = coxnet.submodels,
cause = cause)
}
}
if (surv.method=="spls"){
cat("sPLS...")
model.surv[[surv.method]] <- LMsurv.spls(data.surv = data.surv, spls.submodels = spls.submodels)
}
if (surv.method=="rsf"){
cat("RSF...")
model.surv[[surv.method]] <- LMsurv.rsf(data.surv = data.surv, rsf.split = rsf.split,
rsf.submodels = rsf.submodels, cause = cause, CR = CR,
nodesize.grid = nodesize.grid, mtry.grid = mtry.grid)
}
}
cat("\n--", "\n")
return(list(model.surv = model.surv))
}
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