Skip to content

This repository contains the code for using boosting for causal discovery. The procedures are described at: https://arxiv.org/abs/2401.06523

Notifications You must be signed in to change notification settings

kleinlab-statml/BoostingDAGs

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Boosting DAGs

This repository contains the code for using boosting for causal discovery. The procedures are described here. For citation: https://arxiv.org/abs/2401.06523 @misc{kertel2024boostingcausaladditivemodels, title={Boosting Causal Additive Models}, author={Maximilian Kertel and Nadja Klein}, year={2024}, eprint={2401.06523}, archivePrefix={arXiv}, primaryClass={stat.ML}, url={https://arxiv.org/abs/2401.06523}, }

How to run

For an example, see example.py!

Simulation studies

For details, see the README.md in simulation folder.

Requirements

Developed with python 3.11.8.

About

This repository contains the code for using boosting for causal discovery. The procedures are described at: https://arxiv.org/abs/2401.06523

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Python 91.6%
  • R 8.4%