Recent Releases of survdnn

survdnn - First release of survdnn (v0.6.0)

survdnn 0.6.0

First public release of survdnn (Deep Neural Networks for Survival Analysis in R using torch).

Features

  • survdnn(): Fit deep learning survival models using a formula interface
  • Supported loss functions: Cox partial likelihood ("cox"), L2-penalized Cox ("cox_l2"); Time-dependent Cox ("coxtime"), and Accelerated Failure Time ("aft")
  • Cross-validation with cv_survdnn()
  • Hyperparameter tuning with tune_survdnn()
  • Survival probability prediction and curve plotting
  • Evaluation metrics: C-index, Brier score, Integrated Brier Score (IBS)

CRAN submission prepared. README, documentation, and tests included.

- R
Published by ielbadisy 11 months ago