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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
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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
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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. Statistical Methodology
3 Journal of Applied Statistics
3 Journal of the Korean Statistical Society
3 The Annals of Applied Statistics
2 Biometrical Journal
2 Biometrics
2 International Statistical Review
2 Bernoulli
2 Statistical Modelling
2 Frontiers of Mathematics in China
2 Springer Texts in Statistics
1 Discrete Applied Mathematics
1 Metrika
1 Physica A
1 BIT
1 Journal of the American Statistical Association
1 Journal of Econometrics
1 Statistica Neerlandica
1 Theoretical Computer Science
1 Probability Theory and Related Fields
1 Statistical Science
1 International Journal of Approximate Reasoning
1 Science in China. Series A
1 Annals of Operations Research
1 Machine Learning
1 Neural Computation
1 Communications in Statistics. Simulation and Computation
1 Communications in Statistics. Theory and Methods
1 Test
1 Statistical Papers
1 The Journal of Artificial Intelligence Research (JAIR)
1 Lifetime Data Analysis
1 Discrete Dynamics in Nature and Society
1 Probability in the Engineering and Informational Sciences
1 Advances and Applications in Statistics
1 Statistical Applications in Genetics and Molecular Biology
1 Asia-Pacific Financial Markets
1 Statistical Methods and Applications
1 Statistical Methodology
1 Mathematical Geosciences
1 Statistics and Its Interface
1 Mathematical Programming Computation
1 Journal of Probability and Statistics
1 Symmetry
1 Sankhyā. Series B
1 Journal of Theoretical Biology

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