Graphical Models with R

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Graphical Models with R by Steffen Lauritzen, David Edwards, Søren Højsgaard, Springer New York
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Author: Steffen Lauritzen, David Edwards, Søren Højsgaard ISBN: 9781461422990
Publisher: Springer New York Publication: February 22, 2012
Imprint: Springer Language: English
Author: Steffen Lauritzen, David Edwards, Søren Højsgaard
ISBN: 9781461422990
Publisher: Springer New York
Publication: February 22, 2012
Imprint: Springer
Language: English

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.

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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.

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