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pcalg

swMATH ID: 6072
Software Authors: Markus Kalisch, Martin Maechler, Diego Colombo
Description: R package pcalg: Estimation of CPDAG/PAG and causal inference using the IDA algorithm , Standard and robust estimation of the equivalence class of a Directed Acyclic Graph (DAG) via the PC-Algorithm. The equivalence class is represented by its (unique) Completete Partially Directed Acyclic Graph (CPDAG). Furthermore, a PAG instead of a CPDAG can be estimated if latent variables and/or selection variables are assumed to be present. FCI and RFCI are available for estimating PAGs. Functions for causal inference using the IDA algorithm (based on do-calculus of Judea Pearl) are provided for CPDAGs.
Homepage: http://cran.r-project.org/web/packages/pcalg/
Dependencies: R; methods, abind, corpcor, sfsmisc
Keywords: directed acyclic graph; elastic net; graphical modelling; lasso; regression
Related Software: TETRAD; R; bnlearn; glasso; deal; igraph; gRain; gRbase; Rgraphviz; ggm; UCI-ml; dagitty; catnet; glmnet; BiDAG; mcmcabn; Python; causaleffect; CRAN; graph
Referenced in: 78 Publications
all top 5

Referenced by 163 Authors

12 Bühlmann, Peter
9 Maathuis, Marloes H.
5 Kalisch, Markus
4 Spirtes, Peter
3 Colombo, Diego
3 He, Yangbo
3 Uhler, Caroline
2 Aghdam, Rosa
2 Claassen, Tom
2 Claeskens, Gerda
2 Consonni, Guido
2 Denis, Jean-Baptiste
2 Ernest, Jan
2 Eslahchi, Changiz
2 Fang, Zhuangyan
2 Geng, Zhi
2 Hauser, Alain
2 Heskes, Tom M.
2 Lan, Wei
2 Malinsky, Daniel
2 Mukherjee, Sach
2 Musella, Flaminia
2 Nandy, Preetam
2 Peters, Jonas
2 Pircalabelu, Eugen
2 Scutari, Marco
2 Textor, Johannes
2 Verzelen, Nicolas
2 Vicard, Paola
2 Vitale, Vincenzina
2 Yu, Bin
2 Zhang, Jiji
2 Zhou, Qing
1 Aas, Kjersti
1 Aliferis, Constantin F.
1 Alijanpour, Mohsen
1 Altomare, Davide
1 Ambroise, Christophe
1 Anandkumar, Animashree
1 Aragam, Bryon
1 Azadi, Mehrdad
1 Bickel, Peter John
1 Bontempi, Gianluca
1 Bucur, Ioan Gabriel
1 Bui, Kevin V.
1 Champion, Magali
1 Chen, Zuozhou
1 Chiquet, Julien
1 Cloutier, Sylvie
1 Cui, Ruifei
1 Didelez, Vanessa
1 Ding, Yue
1 Ebrahimi, Ali
1 Efstathiadis, Efstratios
1 Engelke, Sebastian
1 Fang, Kuangnan
1 Fang, Zheng
1 Flauder, Maxime
1 Frigessi, Arnoldo
1 Frot, Benjamin
1 Fu, Fei
1 Ganjali, Mojtaba
1 Gijbels, Irène
1 Glymour, Clark
1 Gnecco, Nicola
1 Gómez-Olmedo, Manuel
1 Goudie, Robert J. B.
1 Groot, Perry
1 Gu, Jiaying
1 Guizzi, Valentina
1 Ha, Min Jin
1 Haff, Ingrid Hobæk
1 Hausser, Jean
1 Hein, Matthias
1 Henaff, Mikael
1 Henckel, Leonard
1 Ho, Shen-Shyang
1 Huang, Furong
1 Imoto, Seiya
1 Isozaki, Takashi
1 Ji, Yuan
1 Jia, Jinzhu
1 Klabjan, Diego
1 Klimova, Anna
1 Kuipers, Jack B.
1 Kuroki, Manabu
1 La Rocca, Luca
1 Lacal, Virginia
1 Lafferty, John D.
1 Lee, Ann B.
1 Levina, Elizaveta
1 Li, Runze
1 Liang, Shoudan
1 Lin, Shaowei
1 Liśkiewicz, Maciej
1 Liu, Chunchen
1 Luengo, David
1 Lytkin, Nikita I.
1 Ma, Sisi
1 Magliacane, Sara
...and 63 more Authors

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