CompareCausalNetworks: Interface to Diverse Estimation Methods of Causal Networks

Unified interface for the estimation of causal networks, including the methods 'backShift' (from package 'backShift'), 'bivariateANM' (bivariate additive noise model), 'bivariateCAM' (bivariate causal additive model), 'CAM' (causal additive model) (from package 'CAM'), 'hiddenICP' (invariant causal prediction with hidden variables), 'ICP' (invariant causal prediction) (from package 'InvariantCausalPrediction'), 'GES' (greedy equivalence search), 'GIES' (greedy interventional equivalence search), 'LINGAM', 'PC' (PC Algorithm), 'RFCI' (really fast causal inference) (all from package 'pcalg') and regression.

AuthorChristina Heinze-Deml <heinzedeml@stat.math.ethz.ch>, Nicolai Meinshausen <meinshausen@stat.math.ethz.ch>
Date of publication2016-12-01 16:41:40
MaintainerChristina Heinze-Deml <heinzedeml@stat.math.ethz.ch>
LicenseGPL
Version0.1.5
https://github.com/christinaheinze/CompareCausalNetworks

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Files

CompareCausalNetworks
CompareCausalNetworks/tests
CompareCausalNetworks/tests/testthat.R
CompareCausalNetworks/tests/testthat
CompareCausalNetworks/tests/testthat/test_getParents_defaults_all_methods.R
CompareCausalNetworks/NAMESPACE
CompareCausalNetworks/demo
CompareCausalNetworks/demo/simulation.R
CompareCausalNetworks/demo/00Index
CompareCausalNetworks/data
CompareCausalNetworks/data/simData_unknownShiftInterventions.rda
CompareCausalNetworks/R
CompareCausalNetworks/R/runRFCI.R CompareCausalNetworks/R/bivariateCAM.R CompareCausalNetworks/R/runLINGAM.R CompareCausalNetworks/R/adjustOptions.R CompareCausalNetworks/R/runBackShift.R CompareCausalNetworks/R/stabilitySelectionChecks.R CompareCausalNetworks/R/runGES.R CompareCausalNetworks/R/checkDependencies.R CompareCausalNetworks/R/runGIES.R CompareCausalNetworks/R/runBivariateCAM.R CompareCausalNetworks/R/getParents.R CompareCausalNetworks/R/getParentsStable.R CompareCausalNetworks/R/train_gam.R CompareCausalNetworks/R/runBivariateANM.R CompareCausalNetworks/R/runCAM.R CompareCausalNetworks/R/helperFunctions.R CompareCausalNetworks/R/indtestHsic.R CompareCausalNetworks/R/runRegression.R CompareCausalNetworks/R/runHiddenICP.R CompareCausalNetworks/R/runPC.R CompareCausalNetworks/R/runICP.R CompareCausalNetworks/R/simData_unknownShiftInterventions.R CompareCausalNetworks/R/bivariateANM.R
CompareCausalNetworks/MD5
CompareCausalNetworks/DESCRIPTION
CompareCausalNetworks/man
CompareCausalNetworks/man/simData_unknownShiftInterventions.Rd CompareCausalNetworks/man/CompareCausalNetworks-package.Rd CompareCausalNetworks/man/getParentsStable.Rd CompareCausalNetworks/man/getParents.Rd

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