dagitty

swMATH16593CRANdagittyMaRDI QIDQ28462

Graphical Analysis of Structural Causal Models

Johannes Textor

Last update: 7 December 2023

Copyright license: GNU General Public License, version 2.0

Software version identifier: 0.3-1, 0.1-9, 0.1-10, 0.2-2, 0.3-0, 0.3-4

Source code repository: https://github.com/cran/dagitty

Description

A port of the web-based software 'DAGitty', available at <https://dagitty.net>, for analyzing structural causal models (also known as directed acyclic graphs or DAGs). This package computes covariate adjustment sets for estimating causal effects, enumerates instrumental variables, derives testable implications (d-separation and vanishing tetrads), generates equivalent models, and includes a simple facility for data simulation.

Described by source

• Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs

Related Items (8)

causalPAF ⋮ CausalQueries ⋮ dagwood ⋮ Doubly robust treatment effect estimation with missing attributes ⋮ episensr ⋮ ggdag ⋮ SEMgraph ⋮ Separators and adjustment sets in causal graphs: complete criteria and an algorithmic framework

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