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/ Source Code: https://github.com/cran/bnlearn Related Software: R; pcalg; TETRAD; gRain; deal; glasso; igraph; glmnet; UCI-ml; gRbase; Rgraphviz; huge; graph; catnet; MASS (R); sparsebn; bnstruct; CRAN; Python; Stan Cited in: 61 Documents all top 5 Cited by 136 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 Cinicioglu, Esma Nur 1 Corander, Jukka 1 Córdoba-Sánchez, Irene 1 Corradetti, Roberto 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 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 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 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. 1 Nkansah, B. K. 1 Nyman, Henrik 1 Padman, Rema 1 Pandya, Kruti 1 Park, Gunwoong ...and 36 more Authors all top 5 Cited in 26 Serials 9 International Journal of Approximate Reasoning 8 Journal of Machine Learning Research (JMLR) 6 Statistics and Computing 5 Journal of Applied Statistics 3 Computational Statistics and Data Analysis 2 Machine Learning 2 Computational Statistics 2 Use R! 2 Chapman & Hall/CRC Texts in Statistical Science Series 1 Psychometrika 1 Annals of the Institute of Statistical Mathematics 1 The Annals of Statistics 1 Theoretical Population Biology 1 Algorithmica 1 Communications in Statistics. Theory and Methods 1 The Journal of Artificial Intelligence Research (JAIR) 1 INFORMS Journal on Computing 1 Data Mining and Knowledge Discovery 1 Applied Stochastic Models in Business and Industry 1 Statistical Applications in Genetics and Molecular Biology 1 Mathematical Biosciences and Engineering 1 Lecture Notes in Statistics 1 JP Journal of Biostatistics 1 Journal of Computational and Graphical Statistics 1 Computer Science Review 1 Methods in Molecular Biology all top 5 Cited in 10 Fields 49 Statistics (62-XX) 36 Computer science (68-XX) 9 Biology and other natural sciences (92-XX) 5 Combinatorics (05-XX) 3 Numerical analysis (65-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Information and communication theory, circuits (94-XX) 1 Commutative algebra (13-XX) 1 Probability theory and stochastic processes (60-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year