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'; the package is
temporarily unavailable on the CRAN repository; formerly available versions
can be obtained from the archive), '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), 'FCI' (fast causal inference),
'RFCI' (really fast causal inference) (all from package 'pcalg') and
regression.
| Version: |
0.2.6.2 |
| Depends: |
R (≥ 3.1.0) |
| Imports: |
methods, Matrix, expm, data.table |
| Suggests: |
pcalg, InvariantCausalPrediction, glmnet, backShift, CAM, kernlab, mgcv, mboost, bnlearn, testthat, huge, flare |
| Published: |
2020-02-17 |
| Author: |
Christina Heinze-Deml,
Nicolai Meinshausen |
| Maintainer: |
Christina Heinze-Deml <heinzedeml at stat.math.ethz.ch> |
| BugReports: |
https://github.com/christinaheinze/CompareCausalNetworks/issues |
| License: |
GPL-2 | GPL-3 [expanded from: GPL] |
| URL: |
https://github.com/christinaheinze/CompareCausalNetworks |
| NeedsCompilation: |
no |
| Citation: |
CompareCausalNetworks citation info |
| In views: |
CausalInference |
| CRAN checks: |
CompareCausalNetworks results |
Documentation:
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