ksztenderski / surv

Time-dependent explanations of neural networks for survival analysis

Introduction

This is a repository for the code and the results for a MIM UW XAI project, in which we wish to provide time-dependent explanations of neural networks for survival analysis.

Team: Kamil Grudzień, Krystian Sztenderski, Jakub Bednarz.

Contents

• Report.md, Report.pdf - Report for the second checkpoint.
• Surv.ipynb - Code for the project, with plots.
• DeepHit.ipynb - Experiments with DeepHit.
• data - Directory with datasets.
• ext/survshap - Repo for the SurvSHAP(t) paper.
• survshap - Library for model-agnostic explanations of survival analysis models, a part of ext/survshap repository.