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pcalg
View on CRAN: Click
here
Download and install pcalg package within the R console
Install from CRAN:
install.packages("pcalg")
Install from Github:
library("remotes")
install_github("cran/pcalg") Install by package version:
library("remotes")
install_version("pcalg", "2.7-12") Attach the package and use:
library("pcalg")
Maintained by
Markus Kalisch
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2006-06-06
Latest Update: 2024-09-12
Description:
Functions for causal structure
learning and causal inference using graphical models. The main algorithms
for causal structure learning are PC (for observational data without hidden
variables), FCI and RFCI (for observational data with hidden variables),
and GIES (for a mix of data from observational studies
(i.e. observational data) and data from experiments
involving interventions (i.e. interventional data) without hidden
variables). For causal inference the IDA algorithm, the Generalized
Backdoor Criterion (GBC), the Generalized Adjustment Criterion (GAC)
and some related functions are implemented. Functions for incorporating
background knowledge are provided.
How to cite:
Markus Kalisch (2006). pcalg: Methods for Graphical Models and Causal Inference. R package version 2.7-12, https://cran.r-project.org/web/packages/pcalg. Accessed 05 Mar. 2026.
Previous versions and publish date:
0.1-3 (2006-06-06 22:35), 0.1-4 (2006-11-02 12:52), 0.1-5 (2007-04-11 19:05), 0.1-6 (2008-04-02 12:17), 0.1-7 (2008-04-16 19:39), 0.1-8 (2009-03-06 17:53), 0.1-9 (2009-09-23 18:45), 1.0-0 (2010-03-14 08:50), 1.0-2 (2010-04-16 11:51), 1.1-2 (2010-10-27 07:09), 1.1-4 (2011-05-09 15:30), 1.1-5 (2012-04-26 19:34), 1.1-6 (2014-03-02 12:45), 2.0-1 (2014-03-07 15:18), 2.0-2 (2014-03-19 16:10), 2.0-3 (2014-07-01 09:33), 2.0-10 (2015-03-19 11:22), 2.2-0 (2015-05-13 17:01), 2.2-2 (2015-06-24 11:15), 2.2-3 (2015-07-12 23:39), 2.2-4 (2015-07-23 09:21), 2.4-2 (2016-09-26 16:47), 2.4-3 (2016-09-28 17:10), 2.4-5 (2017-02-22 09:57), 2.5-0 (2017-07-12 12:41), 2.6-0 (2018-06-04 20:23), 2.6-2 (2019-04-26 00:40), 2.6-5 (2019-08-27 14:00), 2.6-6 (2019-09-16 17:50), 2.6-7 (2019-10-23 16:40), 2.6-8 (2019-11-21 13:00), 2.6-9 (2020-02-11 14:00), 2.6-10 (2020-03-03 15:40), 2.6-11 (2020-08-16 18:00), 2.6-12 (2020-09-22 17:30), 2.7-0 (2020-11-17 09:20), 2.7-1 (2021-01-09 07:30), 2.7-2 (2021-04-22 06:50), 2.7-3 (2021-06-01 10:30), 2.7-4 (2021-11-25 11:10), 2.7-5 (2022-02-22 13:40), 2.7-6 (2022-04-04 13:50), 2.7-7 (2022-10-04 16:20), 2.7-8 (2022-12-21 01:20), 2.7-9 (2023-09-26 07:40), 2.7-10 (2024-02-06 17:10), 2.7-11 (2024-02-12 13:00)
Other packages that cited pcalg R package
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Other R packages that pcalg depends,
imports, suggests or enhances
Complete documentation for pcalg
Functions, R codes and Examples using
the pcalg R package
Some associated functions: EssGraph-class . GaussL0penIntScore-class . GaussL0penObsScore-class . GaussParDAG-class . LINGAM . ParDAG-class . Score-class . addBgKnowledge . adjustment . ages . amatType . backdoor . beta.special . beta.special.pcObj . binCItest . checkTriple . compareGraphs . condIndFisherZ . corGraph . dag2cpdag . dag2essgraph . dag2pag . disCItest . dreach . dsep . dsepAM . dsepAMTest . dsepTest . fci . fciAlgo-class . fciPlus . find.unsh.triple . gAlgo-class . gac . gds . ges . getGraph . getNextSet . gies . gmB . gmD . gmG . gmI . gmInt . gmL . ida . idaFast . iplotPC . isValidGraph . jointIda . legal.path . mat2targets . mcor . opt.target . optAdjSet . pag2anc . pag2conf . pag2edge . pag2mag . pc.cons.intern . pc . pcAlgo-class . pcAlgo . pcSelect . pcSelect.presel . pcalg-internal . pcalg2dagitty . pcorOrder . pdag2allDags . pdag2dag . pdsep . plotAG . plotSG . possAn . possDe . possibleDe . qreach . r.gauss.pardag . randDAG . randomDAG . rfci . rmvDAG . rmvnorm.ivent . searchAM . shd . showAmat . showEdgeList . simy . skeleton . trueCov . udag2apag . udag2pag . udag2pdag . visibleEdge . wgtMatrix .
Some associated R codes: Aaux.R . AllClasses.R . adjustment.R . agesFuns.R . deprecated.R . dsepAM.R . fci.R . fciPlus.R . gacFuns.R . genRandDAG.R . gies.R . isValidGraph.R . jointIda.R . lingamFuns.R . optAdjSet.R . pag2anc.R . pag2conf.R . pag2edge.R . pcalg.R . pcalg2dagitty.R . pdsep.R . possDeAn.R . searchAM.R . udag2pag.R . zzz.R . Full pcalg package functions and examples
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