Graphical models with R

Graphical models in their modern form have been around since the late 1970s and appear today in many areas of the sciences.  Along with the ongoing developments of graphical models, a number of different graphical modeling software programs have been written over the years.  In recent years many of...

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Những tác giả chính: Højsgaard, Søren, Edwards, David Andrew, 1961- (Tác giả), Lauritzen, Steffen L., mathématicien (Tác giả), Edwards, David (Tác giả), Lauritzen, Steffen (Tác giả)
Định dạng: Livre numérique
Ngôn ngữ:Anglais
Được phát hành: New York, NY : Springer New York [20..].
Cham : Springer Nature
Phiên bản:1st ed. 2012.
Loạt:Use R!
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Chú thích: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Graphical Models with R, Søren Højsgaard, David Edwards, Steffen Lauritzen, 2012, Boston, Springer, 2012, 1 volume (ix-182 pages), Use R!, 978-1-4614-2298-3
• Graphical Models with R, Søren Højsgaard, David Edwards, Steffen Lauritzen, 2012, Boston, Springer, 2012, 1 volume (ix-182 pages), Use R!, 978-1-4614-2298-3
• Graphical Models with R, Texte imprimé, 9781461423003
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505 1 |a Graphs and Conditional Independence Log-Linear Models Bayesian Networks Gaussian Graphical Models Mixed Interaction Models Graphical Models for Complex Stochastic Systems High dimensional modelling References Index 
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520 |a Graphical models in their modern form have been around since the late 1970s and appear today in many areas of the sciences.  Along with the ongoing developments of graphical models, a number of different graphical modeling software programs have been written over the years.  In recent years many of these software developments have taken place within the R community, either in the form of new packages or by providing an R interface to existing software.  This book attempts to give the reader a gentle introduction to graphical modeling using R and the main features of some of these packages.  In addition, the book provides examples of how more advanced aspects of graphical modeling can be represented and handled within R.  Topics covered in the seven chapters include graphical models for contingency tables, Gaussian and mixed graphical models, Bayesian networks and modeling high dimensional data. Søren Højsgaard is Associate Professor in Statistics and Head of the Department of Mathematical Sciences at Aalborg University. David Edwards is Associate Professor at the Department of Molecular Biology and Genetics, Aarhus University. Steffen Lauritzen is Professor of Statistics and Head of the Department of Statistics at the University of Oxford 
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700 1 |a Lauritzen, Steffen.  |4 aut 
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