Other packages > Find by keyword >

pcalg  

Methods for Graphical Models and Causal Inference
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]
First Published: 2006-06-06
Latest Update: 2022-12-21
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 03 May. 2025.
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
View pcalg citation profile
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
Downloads during the last 30 days
04/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/01Downloads for pcalg2030405060708090100110120TrendBars

Today's Hot Picks in Authors and Packages

mlr3fselect  
Feature Selection for 'mlr3'
Feature selection package of the 'mlr3' ecosystem. It selects the optimal feature set for any 'mlr3 ...
Download / Learn more Package Citations See dependency  
nlsem  
Fitting Structural Equation Mixture Models
Estimation of structural equation models with nonlinear effects and underlying nonnormal distributi ...
Download / Learn more Package Citations See dependency  
farrell  
Interactive Interface to Data Envelopment Analysis Modeling
Allows the user to execute interactively radial data envelopment analysis models. The user has the a ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
grabsampling  
Probability of Detection for Grab Sample Selection
Functions for obtaining the probability of detection, for grab samples selection by using two differ ...
Download / Learn more Package Citations See dependency  
TestDesign  
Optimal Test Design Approach to Fixed and Adaptive Test Construction
Uses the optimal test design approach by Birnbaum (1968, ISBN:9781593119348) and van der Linden (201 ...
Download / Learn more Package Citations See dependency  

24,142

R Packages

207,311

Dependencies

65,312

Author Associations

24,143

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA