Structural Causal Model Advanced

Structural Causal Model

Advanced

Formal model linking causal mechanisms and variables.

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Definition

Full Definition

Formal model linking causal mechanisms and variables.

Keywords

SCM

Domains

Causal AI & Interpretability

Related Terms

Do-Operator related to

Models effects of interventions (do(X=x)).

 Counterfactual related to

What would have happened under different conditions.

 Average Treatment Effect related to

Expected causal effect of a treatment.

 Propensity Score related to

Probability of treatment assignment given covariates.

 Causal Graph related to

Directed acyclic graph encoding causal relationships.

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