Simulation Study for Predicting Pseudo-observations in Survival Analysis with Superlearner

add_pseudo_obs | Add pseudo observations to a data frame |

analyze_sim | Analyze simulation results |

calc_roc | Compute the time-varying cause-specific ROC curve using... |

generate_data | Generate survival data for analysis |

method.pseudoAUC | Pseudo AUC SuperLearner method |

optimize_auc | Optimize the time varying AUC |

pseudoci.weighted | Pseudo observations for the weighted cumulative incidence... |

run_one_perturb | Run one replicate of the experiment |

run_one_replicate | Run one replicate of the experiment |

shift_pred | Perturbation algorithm to get local slopes |

stupidlearner_estimate | For testing purposes |

superlearner_binaryestimate | Run the superlearner model with binary indicator as the... |

superlearner_estimate | Run the superlearner model with pseudo observations as the... |

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