Table of Contents¶
Getting Started
Tutorials
Examples
- Backdoor adjustment
- Causal effect variational autoencoder
- Deep structural causal model counterfactuals
- Structured latent confounders
- Mediation analysis and (in)direct effects
- Estimating causal effects using instrumental variables
- Estimating the causal effects of drug treatment on gene expression
- Causal effect estimation in panel data
- Doubly robust estimation with Chirho
- Automated doubly robust estimation with ChiRho
- Causal reasoning in dynamical systems
- `Hierarchical Bayesian Models with Dynamical Systems <#toc0_>`__
- Explainable reasoning with ChiRho (categorical variables)
- `Causal Explanations in Models with Continuous Random Variables <#toc0_>`__
- `Outline <#toc0_>`__
- `Setup <#toc0_>`__
- `Bayesian Epidemiological SIR model with Policies <#toc0_>`__
- `But-for Analysis with Bayesian SIR model with Policies <#toc0_>`__
- `Causal Explanations using SearchForExplanation <#toc0_>`__
- `Fine grained analysis of overshoot using sample traces <#toc0_>`__
- `Looking into different contexts for curious readers <#toc0_>`__
- `Conclusions <#toc0_>`__
- Actual Causality and the modified Halpern-Pearl definition
Documentation
For Contributors