Nonlinear Semi-Parametric Models for Survival Analysis
This repository contains code-base for https://arxiv.org/abs/1905.05865
Generating the results
The results presented in the paper can be reproduced by executing the following command:
python MoCE.py
python MoCE_results.py
Generated Results
Figure 1: Concordance Index comparision on various dataset
Table 1: Results of hard and soft linear gating networks and their comparison with relevantbaselines (95% bootstrap CI ).
Table 2: Results of hard and soft non-linear gating networks and their comparison with relevantbaselines (95% bootstrap CI ).
Hyper Parameters for Hard and Soft Gating
Table 3: Hyperparameters for different datasets with hard-gating network
Table 4: Hyperparameters for different datasets with soft-gating network