Package: CompareCausalNetworks 0.2.6.2
Christina Heinze-Deml
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.
Authors:
CompareCausalNetworks_0.2.6.2.tar.gz
CompareCausalNetworks_0.2.6.2.zip(r-4.5)CompareCausalNetworks_0.2.6.2.zip(r-4.4)CompareCausalNetworks_0.2.6.2.zip(r-4.3)
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CompareCausalNetworks_0.2.6.2.tar.gz(r-4.5-noble)CompareCausalNetworks_0.2.6.2.tar.gz(r-4.4-noble)
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CompareCausalNetworks.pdf |CompareCausalNetworks.html✨
CompareCausalNetworks/json (API)
# Install 'CompareCausalNetworks' in R: |
install.packages('CompareCausalNetworks', repos = c('https://christinaheinze.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/christinaheinze/comparecausalnetworks/issues
- simDataInv - Data from a causal model with interventions
Last updated 5 years agofrom:55e530da5a. Checks:OK: 3 NOTE: 4. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 22 2024 |
R-4.5-win | OK | Nov 22 2024 |
R-4.5-linux | OK | Nov 22 2024 |
R-4.4-win | NOTE | Nov 22 2024 |
R-4.4-mac | NOTE | Nov 22 2024 |
R-4.3-win | NOTE | Nov 22 2024 |
R-4.3-mac | NOTE | Nov 22 2024 |
Exports:getParentsgetParentsStablegetRankingsimulateInterventions
Dependencies:data.tableexpmlatticeMatrix
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Compare estimates of causal graphs using a unified interface to various methods | CompareCausalNetworks-package CompareCausalNetworks |
Estimate the connectivity matrix of a causal graph | getParents |
Estimate the connectivity matrix of a causal graph using stability selection. | getParentsStable |
Estimate a ranking of edges for causal relations in the underlying graph structure using stability ranking. | getRanking |
Data from a causal model with interventions | simDataInv |
Simulate data of a causal (possibly cyclic model) under interventions. | simulateInterventions |