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Online-Learning-Approach-for-Survival-Analysis

This repository contains the codes used to reproduce the results of our paper:

Fernandez, C., Gaillard, P., de Vilmarest, J. and Wintenberger, O. (2024). Online learning approach for suvival analysis. arXiv preprint arXiv :2402.05145.

The experiments were carried out with R.

  • online_algorithms contains all the functions and algorithms use throughout the paper: ONS, gradient descent, BOA and SurvONS.
  • MC_simulations contains the data simulation and the parameter estimation of all the online algorithms.
  • MC_results contains the graphs that show the results of the simulation section of the paper.