Calculate Deep Learning-based estimator

This function computes the deep learning-based estimator for survival probabilities at each specified time point using a deep survival model.

get.DL(Zi, Zi.UL, Xi, Ci, Di, t0.all)

Arguments

Zi

A matrix of covariates for the labeled data

Zi.UL

A matrix of covariates for the unlabeled data

Xi

A numeric vector representing event/censoring times for the labeled data

Ci

A numeric vector representing censoring times for the labeled data

Di

A numeric vector representing event indicators for the labeled data

t0.all

A numeric vector representing the time points at which to estimate survival probabilities

Value

A data frame containing the time points and the corresponding deep learning-based estimates of survival probabilities