Poster

Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets

Daniel Kumor · Carlos Cinelli · Elias Bareinboim

Keywords: [ Graphical Models ] [ Causality ]

Abstract:

We develop a a new polynomial-time algorithm for identification of structural coefficients in linear causal models that subsumes previous state-of-the-art methods, unifying several disparate approaches to identification in this setting. Building on these results, we develop a procedure for identifying total causal effects in linear systems.

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