A Common Platform for Graphical Models in R: The gRbase Package

The gRbase package is intended to set the framework for computer packages for data analysis using graphical models. The gRbase package is developed for the open source language, R, and is available for several platforms. The package is intended to be widely extendible and flexible so that package de...

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Main Authors: Claus Dethlefsen, Søren Højsgaard
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2005-12-01
Series:Journal of Statistical Software
Subjects:
Online Access:http://www.jstatsoft.org/v14/i17/paper
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spelling doaj-4f6560f886c54e729e1a0cb6d913450c2020-11-24T21:01:25ZengFoundation for Open Access StatisticsJournal of Statistical Software1548-76602005-12-011417A Common Platform for Graphical Models in R: The gRbase PackageClaus DethlefsenSøren HøjsgaardThe gRbase package is intended to set the framework for computer packages for data analysis using graphical models. The gRbase package is developed for the open source language, R, and is available for several platforms. The package is intended to be widely extendible and flexible so that package developers may implement further types of graphical models using the available methods. The gRbase package consists of a set of S version 3 classes and associated methods for representing data and models. The package is linked to the dynamicGraph package (Badsberg 2005), an interactive graphical user interface for manipulating graphs.In this paper, we show how these building blocks can be combined and integrated with inference engines in the special cases of hierarchical loglinear models. We also illustrate how to extend the package to deal with other types of graphical models, in this case the graphical Gaussian models.http://www.jstatsoft.org/v14/i17/papergraphical modelshierarchical log-linear modelsgraphical Gaussian models
collection DOAJ
language English
format Article
sources DOAJ
author Claus Dethlefsen
Søren Højsgaard
spellingShingle Claus Dethlefsen
Søren Højsgaard
A Common Platform for Graphical Models in R: The gRbase Package
Journal of Statistical Software
graphical models
hierarchical log-linear models
graphical Gaussian models
author_facet Claus Dethlefsen
Søren Højsgaard
author_sort Claus Dethlefsen
title A Common Platform for Graphical Models in R: The gRbase Package
title_short A Common Platform for Graphical Models in R: The gRbase Package
title_full A Common Platform for Graphical Models in R: The gRbase Package
title_fullStr A Common Platform for Graphical Models in R: The gRbase Package
title_full_unstemmed A Common Platform for Graphical Models in R: The gRbase Package
title_sort common platform for graphical models in r: the grbase package
publisher Foundation for Open Access Statistics
series Journal of Statistical Software
issn 1548-7660
publishDate 2005-12-01
description The gRbase package is intended to set the framework for computer packages for data analysis using graphical models. The gRbase package is developed for the open source language, R, and is available for several platforms. The package is intended to be widely extendible and flexible so that package developers may implement further types of graphical models using the available methods. The gRbase package consists of a set of S version 3 classes and associated methods for representing data and models. The package is linked to the dynamicGraph package (Badsberg 2005), an interactive graphical user interface for manipulating graphs.In this paper, we show how these building blocks can be combined and integrated with inference engines in the special cases of hierarchical loglinear models. We also illustrate how to extend the package to deal with other types of graphical models, in this case the graphical Gaussian models.
topic graphical models
hierarchical log-linear models
graphical Gaussian models
url http://www.jstatsoft.org/v14/i17/paper
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