py-scm

A Python library for associational, interventional to counterfactual reasoning using Gaussian Bayesian Belief Networks (BBNs).

For a license, please send an email to info@rocketvector.io.

Contents

• Quickstart
  • Creating a model
  • Associational query
  • Interventional query
  • Counterfactual
  • Data sampling
  • Serde
• Estimating Average Causal Effect
  • Causal model
  • DoubleML ACE estimation
  • Py-SCM ACE estimation
• Learning
  • Causal model
  • PC-algorithm
  • Reasoning model
• Learning Tree Structures
  • Causal model
  • Tree algorithm
  • Reasoning model
• Bibliography

API Documentation

• py-scm
  • Common
  • Reasoning
  • Associational Query
  • Interventional Query
  • Counterfactual Query
  • Sampling
  • Serde
  • Learn

Indices and tables

• Index

• Module Index

• Search Page

Copyright

Software

Copyright 2024 Rocket Vector

Art

Copyright 2020 Daytchia Vang

Citation

@misc{rocketvector_pyscm_2024,
title={PySCM},
url={https://pyscm.rocketvector.io},
author={Vang, Jee},
year={2024},
month={Mar}}