MIM swMATH ID: 26139 Software Authors: Edwards, David Description: Introduction to Graphical Modelling. Graphic modelling is a form of multivariate analysis that uses graphs to represent models. These graphs display the structure of dependencies, both associational and causal, between the variables in the model. This textbook provides an introduction to graphical modelling with emphasis on applications and practicalities rather than on a formal development. It is based on the popular software package for graphical modelling, MIM, a freeware version of which can be downloaded from the Internet. Following an introductory chapter which sets the scene and describes some of the basic ideas of graphical modelling, subsequent chapters describe particular families of models, including log-linear models, Gaussian models, and models for mixed discrete and continuous variables. Further chapters cover hypothesis testing and model selection. Chapters 7 and 8 are new to the second edition. Chapter 7 describes the use of directed graphs, chain graphs, and other graphs. Chapter 8 summarizes some recent work on causal inference, relevant when graphical models are given a causal interpretation. This book will provide a useful introduction to this topic for students and researchers. Homepage: https://www.springer.com/de/book/9780387950549 Related Software: glasso; TETRAD; R; CoCo; huge; GMRFLib; glmnet; hglasso; spcov; KEGG; gRapHD; bnlearn; HdBCS; pcalg; BMDP; LISREL; SAS; SPSS; BENEDICT; BUGS Cited in: 132 Publications Standard Articles 2 Publications describing the Software, including 2 Publications in zbMATH Year Introduction to graphical modelling. 2nd ed. Zbl 0952.62003Edwards, David 2000 Introduction to graphical modelling. Incl. 1 disk. Zbl 0856.62004Edwards, David 1995 all top 5 Cited by 237 Authors 5 Drton, Mathias 5 Wermuth, Nanny 4 Cox, David Roxbee 4 Geng, Zhi 4 Perlman, Michael D. 3 Didelez, Vanessa 3 Edwards, David G. 3 Gottard, Anna 3 Guo, Xiao 3 Li, Benchong 3 Malouche, Dhafer 3 Pan, Wei 3 Roverato, Alberto 3 Shen, Xiaotong 3 Zhang, Hai 3 Zhao, Qiang 2 Abbruzzo, Antonino 2 Ankinakatte, Smitha 2 Corander, Jukka 2 Eichler, Michael 2 Fan, Jianqing 2 Feng, Yang 2 Foraita, Ronja 2 Guo, Jianhua 2 Hara, Hisayuki 2 Hong, Younghee 2 Huang, Haiyan 2 Kalyagin, Valery A. 2 Kim, Choongrak 2 Koldanov, Alexander P. 2 Koldanov, Petr A. 2 Marchetti, Giovanni Maria 2 Meinshausen, Nicolai 2 Pacillo, Simona 2 Pardalos, Panos M. 2 Rajaratnam, Bala 2 Richardson, Thomas Stuart 2 Rinaldo, Alessandro 2 Stanghellini, Elena 2 Takemura, Akimichi 2 Verzelen, Nicolas 2 Vujačić, Ivan 2 Wang, Ying Xiang Rachel 2 Wit, Ernst C. 2 Wong, Heung 2 Xu, Kai 2 Xue, Lingzhou 2 Zou, Hui 1 Aalen, Odd Olai 1 Aburatani, Sachiyo 1 Aickelin, Uwe 1 Allali, Abdelwahab 1 Anderson, Carolyn Jane 1 Andersson, Steen Arne 1 Ay, Nihat 1 Banerjee, Onureena 1 Bartocci, Ezio 1 Bedrick, Edward J. 1 Bell, David A. 1 Benali, Habib 1 Bergsma, Wicher Pieter 1 Bickel, Peter John 1 Bois, Frédéric Y. 1 Borgan, Ørnulf 1 Bosman, Peter A. N. 1 Bühlmann, Peter 1 Cai, Shoufeng 1 Carraro, Laurent 1 Chang, Iksoo 1 Chao, Dennis L. 1 Chen, Xiwei 1 Cheng, Jie 1 Chiogna, Monica 1 Chowdhury, Rafiqul Islam 1 Chu, Haitao 1 Claeskens, Gerda 1 Colombi, Roberto 1 Coste, Joel 1 Cysneiros, Audrey Helen M. A. 1 Dai, Ben 1 Datta, Sagnik 1 De Bastiani, Fernanda 1 Di Serio, Clelia 1 Elliott, Peter D. T. A. 1 Engelhardt, Barbara E. 1 Feldman, Lewis J. 1 Ferkingstad, Egil 1 Fienberg, Stephen Elliot 1 Fop, Michael 1 Forster, Jonathan J. 1 Fosen, Johan 1 Fujisawa, Hironori 1 Gaile, Daniel P. 1 Gao, Chuan 1 Gayraud, Ghislaine 1 Gehrmann, Helene 1 Ghosal, Subhashis 1 Gillispie, Steven B. 1 Giordano, Sabrina 1 Giudici, Paolo ...and 137 more Authors all top 5 Cited in 59 Serials 10 Computational Statistics and Data Analysis 9 Scandinavian Journal of Statistics 8 Journal of Multivariate Analysis 6 The Annals of Statistics 6 Journal of Statistical Planning and Inference 5 Statistics & Probability Letters 4 Artificial Intelligence 4 Computational Statistics 4 Journal of Machine Learning Research (JMLR) 4 Electronic Journal of Statistics 4 Statistics and Computing 3 Psychometrika 3 Journal of Statistical Computation and Simulation 3 Journal of the Royal Statistical Society. Series B. 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