Horseshoe Forests for High-Dimensional Causal Survival Analysis

Tijn Jacobs, Wessel N. van Wieringen, Stéphanie L. van der Pas

We develop a Bayesian tree ensemble model to estimate heterogeneous treatment effects in censored survival data with high-dimensional covariates. Instead of imposing sparsity throu…