causaloptim-package: An Interface to Specify Causal Graphs and Compute Bounds on...

Description Details Author(s) References See Also


Specify causal graphs using a visual interactive interface and then analyze them and compute symbolic bounds for the causal effects in terms of the observable parameters.


Run the shiny app by results <- specify_graph(). See detailed instructions in the vignette browseVignettes("causaloptim").


Michael C Sachs, Arvid Sjölander, Gustav Jonzon, Alexander Balke, Colorado Reed, and Erin Gabriel Maintainer: Michael C Sachs <sachsmc at>


A. Balke and J. Pearl, "Counterfactual Probabilities: Computational Methods,Bounds, and Applications" UCLA Cognitive Systems Laboratory, Technical Report (R-213-B). In R. Lopez de Mantaras and D. Poole (Eds.), Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI-94), Morgan Kaufmann, San Mateo, CA, 46-54, July 29-31, 1994. .

See Also


causaloptim documentation built on Dec. 11, 2021, 9:56 a.m.