#docalculus — Public Fediverse posts

RE: https://fosstodon.org/@DerriereLaLune/116681530120159551

Causal inference without do-calculus nor potential outcomes. An important simplification?

#causal #causal_inference #swig #docalculus #identification

Single-world intervention graphs (SWIGs) as distributions. Systematic way to derive identifying expressions for estimands. New front-door derivations extending more readily to complex settings.

Conceptually, simultaneously related to and distinct from Rubin's framework and Pearl's calculus.

https://doi.org/10.48550/arXiv.2605.17050

#SWIG #DAG #causal #identification #frontdoor #docalculus

Single-world intervention graphs (SWIGs) as distributions. Systematic way to derive identifying expressions for estimands. New front-door derivations extending more readily to complex settings.

Conceptually, simultaneously related to and distinct from Rubin's framework and Pearl's calculus.

https://doi.org/10.48550/arXiv.2605.17050

#SWIG #DAG #causal #identification #frontdoor #docalculus