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Causal Identification

2 papers with code · Reasoning

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Identifying Causal Effects with the R Package causaleffect

Journal of Statistical Software 2017 cran/causaleffect

This algorithm can be seen as a repeated application of the rules of do-calculus and known properties of probabilities, and it ultimately either derives an expression for the causal distribution, or fails to identify the effect, in which case the effect is non-identifiable.

CAUSAL IDENTIFICATION CAUSAL INFERENCE

Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach

4 Feb 2019cran/dosearch

Causal effect identification considers whether an interventional probability distribution can be uniquely determined without parametric assumptions from measured source distributions and structural knowledge on the generating system.

CAUSAL IDENTIFICATION CAUSAL INFERENCE