000 03007nam a22004695i 4500
001 978-1-4614-2299-0
003 DE-He213
005 20140220083245.0
007 cr nn 008mamaa
008 120217s2012 xxu| s |||| 0|eng d
020 _a9781461422990
_9978-1-4614-2299-0
024 7 _a10.1007/978-1-4614-2299-0
_2doi
050 4 _aQA276-280
072 7 _aPBT
_2bicssc
072 7 _aMAT029000
_2bisacsh
082 0 4 _a519.5
_223
100 1 _aHøjsgaard, Søren.
_eauthor.
245 1 0 _aGraphical Models with R
_h[electronic resource] /
_cby Søren Højsgaard, David Edwards, Steffen Lauritzen.
264 1 _aBoston, MA :
_bSpringer US,
_c2012.
300 _aIX, 182p. 112 illus., 24 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aUse R!
505 0 _aGraphs 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.
520 _aGraphical 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.
650 0 _aStatistics.
650 0 _aMathematical statistics.
650 1 4 _aStatistics.
650 2 4 _aStatistical Theory and Methods.
650 2 4 _aStatistics, general.
700 1 _aEdwards, David.
_eauthor.
700 1 _aLauritzen, Steffen.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9781461422983
830 0 _aUse R!
856 4 0 _uhttp://dx.doi.org/10.1007/978-1-4614-2299-0
912 _aZDB-2-SMA
999 _c101253
_d101253