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bnlearn

swMATH ID: 8265
Software Authors: Marco Scutari
Description: R package bnlearn: Bayesian network structure learning, parameter learning and inference. Bayesian network structure learning, parameter learning and inference. This package implements constraint-based (GS, IAMB, Inter-IAMB, Fast-IAMB, MMPC, Hiton-PC), pairwise (ARACNE and Chow-Liu), score-based (Hill-Climbing and Tabu Search) and hybrid (MMHC and RSMAX2) structure learning algorithms for both discrete and Gaussian networks, along with many score functions and conditional independence tests. The Naive Bayes and the Tree-Augmented Naive Bayes (TAN) classifiers are also implemented. Some utility functions (model comparison and manipulation, random data generation, arc orientation testing, simple and advanced plots) are included, as well as support for parameter estimation (maximum likelihood and Bayesian) and inference, conditional probability queries and cross-validation. Development snapshots with the latest bugfixes are available from www.bnlearn.com.
Homepage: http://cran.r-project.org/web/packages/bnlearn/
Related Software: R; pcalg; TETRAD; gRain; deal; glmnet; glasso; UCI-ml; igraph; gRbase; Rgraphviz; graph; catnet; CRAN; Python; Stan; huge; BiDAG; mcmcabn; ggplot2
Referenced in: 62 Publications
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Referenced by 140 Authors

8 Scutari, Marco
5 Zhou, Qing
2 Azzimonti, Laura
2 Bielza, Concha
2 Claeskens, Gerda
2 Corani, Giorgio
2 Czado, Claudia
2 Denis, Jean-Baptiste
2 Gu, Jiaying
2 Javidian, Mohammad Ali
2 Larrañaga, Pedro
2 Pircalabelu, Eugen
2 Salini, Silvia
2 Valtorta, Marco
1 Aas, Kjersti
1 Almudevar, Anthony
1 Aragam, Bryon
1 Balding, David Joseph
1 Berchialla, Paola
1 Bois, Frédéric Y.
1 Bontempi, Gianluca
1 Brogini, Adriana
1 Brusco, Michael J.
1 Bui, Kevin V.
1 Carpita, Maurizio
1 Chobtham, Kiattikun
1 Cinicioglu, Esma Nur
1 Constantinou, Anthony C.
1 Corander, Jukka
1 Córdoba-Sánchez, Irene
1 Corradetti, R.
1 Coscia, Cristina
1 Cugnata, Federica
1 Datta, Sagnik
1 DeFelipe, Javier
1 Dinwoodie, Ian Hepburn
1 Eggeling, Ralf
1 Flauder, Maxime
1 Fontana, Roberto
1 Frank, Eibe
1 Frigessi, Arnoldo
1 Fu, Fei
1 Gartner, Daniel
1 Gayraud, Ghislaine
1 Geilke, Michael
1 Gijbels, Irène
1 Golia, Silvia
1 Görgen, Christiane
1 Graafland, Catharina Elisabeth
1 Gregori, Dario
1 Guo, Zhigao
1 Haff, Ingrid Hobæk
1 Hanea, Anca Maria
1 Hauser, Alain
1 Heo, Giseon
1 Ho, Shen-Shyang
1 Hoegh, Andrew
1 Howard, Nathaniel K.
1 Huang, Jireh
1 Huynh-Thu, Vân Anh
1 Jamshidi, Pooyan
1 Jensen, Frank
1 Kallah-Dagadu, Gabriel
1 Karlsen, Martin
1 Karwath, Andreas
1 Kenett, Ron S.
1 Kim, Gang-Hoo
1 Kim, Sungho
1 Kitson, Neville K.
1 Koivisto, Mikko
1 Kolisch, Rainer
1 Kordy, Barbara
1 Korhonen, Tuukka
1 Kramer, Stefan
1 Kuipers, Jack B.
1 Lacal, Virginia
1 Langseth, Helge
1 Lèbre, Sophie
1 Leclerc, Eric
1 Leman, Scotland C.
1 Leonelli, Manuele
1 Lintusaari, Jarno
1 Liu, Xinsheng
1 Liu, Xuqing
1 Liu, Yang
1 Loliencar, Prachi
1 López-Cruz, Pedro L.
1 Maathuis, Marloes H.
1 Mackay, Ian
1 Madsen, Anders L.
1 Mair, Patrick
1 Malinsky, Daniel
1 Marcot, Bruce G.
1 Moffa, Giusi
1 Müller, Dominik
1 Musella, Flaminia
1 Nagarajan, Radhakrishnan
1 Nandy, Preetam
1 Neill, Daniel B.
1 Nielsen, Thomas D.
...and 40 more Authors

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