Table of Contents¶
- 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
- Explainable reasoning with ChiRho (categorical variables)
- Actual Causality and the modified Halpern-Pearl definition