RandomFields: Simulation and Analysis of Random Fields

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Methods for the inference on and the simulation of Gaussian fields are provided, as well as methods for the simulation of extreme value random fields.

Author
Martin Schlather [aut, cre], Alexander Malinowski [aut], Marco Oesting [aut], Daphne Boecker [aut], Kirstin Strokorb [aut], Sebastian Engelke [aut], Johannes Martini [aut], Felix Ballani [aut], Olga Moreva [aut], Jonas Auel[ctr], Peter Menck [ctr], Sebastian Gross [ctr], Ulrike Ober [ctb], Christoph Berreth [ctr], Katharina Burmeister [ctb], Juliane Manitz [ctb], Paulo Ribeiro [ctb], Richard Singleton [ctb], Ben Pfaff [ctb], R Core Team [ctb]
Date of publication
2016-10-11 18:32:27
Maintainer
Martin Schlather <schlather@math.uni-mannheim.de>
License
GPL (>= 3)
Version
3.1.24.1
URLs

View on CRAN

Man pages

Bayesian
Bayesian Spatial Modelling
BRspecific
Simulation methods for Brown-Resnick processes
Changings
Documentation of some further changings
conventional2RFspDataFrame
Coercion to class 'RFsp' objects
CoordinateSystems
Coordinate systems
fitgauss
Details on fitting Gaussian random fields, including Box-Cox...
GaussianFields
Methods for Gaussian Random Fields
internal
Internal functions
MajorRevisions
Documentation of major changings
obsolete
Obsolete functions
papers
Papers involving 'RandomFields' and co-authored by M....
papers.GSPSJ06
Fast and Exact Simulation of Large Gaussian Lattice Systems...
papers.jss14
Covariance models for multivariate and vector valued fields
papers.S02
Models for stationary max-stable random fields
papers.S10
On some covariance models based on normal scale mixtures
papers.SBS14
Systematic co-occurrence of tail correlation functions among...
papers.SS11
Covariance Models for Random Vector Fields
plot-method
Methods for function 'plot' in package 'RandomFields'
PrintModelList
Information about the implemented covariance models
QMath
Transformation of coordinate systems
RandomFields
Simulation and Analysis of Random Fields
RC
Constants used in RandomFields (RC constants)
RF
Evaluation operators (RF commands)
RFboxcox
Linear part of 'RMmodel'
RFcov
Evaluate Covariance and Variogram Functions
RFcrossvalidate
Fitting model parameters to spatial data (regionalised...
RFdistr
Evaluating distribution families
RFempiricalvariogram
Empirical (Cross-)Variogram
RFempVariog-class
Class 'RFempVariog'
RFfit
Fitting model parameters to spatial data (regionalised...
RFfit-class
Class 'RFfit'
RFfitOptimiser
Optimisers for fitting model parameters to spatial data
RFformula
RFformula - syntax to design random field models with trend...
RFfractaldim
RFfractaldimension
RFgetMethodNames
Simulation Techniques
RFgetModel
Internally stored model
RFgetModelInfo
Information on RMmodels
RFgetModelNames
Names of implemented covariance and variogram models
RFgridDataFrame-class
Class 'RFgridDataFrame'
RFgui
Graphical User Interface For Fitting Covariance Models And...
RFhurst
Hurst coefficient
RFinterpolate
Interpolation methods
RFlinearpart
Linear part of 'RMmodel'
RFloglikelihood
Likelihood and estimation of linear models
RFoldstyle
RFoldstyle
RFoptions
Setting control arguments
RFoptionsAdvanced
Setting control arguments of 'RandomFields' - advanced...
RFpar
Graphical parameters for plots
RFpointsDataFrame-class
Class 'RFpointsDataFrame'
RFratiotest
Likelihood ratio test
RFsimulate
Simulation of Random Fields
RFsimulateAdvanced
Simulation of Random Fields - Advanced
RFsimulate.more.examples
Further Examples for the Simulation of Random Fields
RFsimulate.sophisticated.examples
Sophisticated Examples for the Simulation of Random Fields
RFspatialGridDataFrame-class
Class "RFspatialGridDataFrame"
RFspatialPointsDataFrame-class
Class "RFspatialPointsDataFrame"
RFsp-class
Class 'RFsp'
RM
Overview over classes of 'RMmodels'
RMangle
Anisotropy matrix given by angle
RMaskey
Askey model
RMave
Space-time moving average model
RMball
RMball
RMbcw
Model bridging stationary and intrinsically stationary...
RMbernoulli
Covariance Model for binary field based on a Gaussian field
RMbessel
Bessel Family Covariance Model
RMbigneiting
Gneiting-Wendland Covariance Models
RMbiwm
Full Bivariate Whittle Matern Model
RMbr2
Transformation from Brown-Resnick to Gauss
RMbr2bg
Transformation from Brown-Resnick to Bernoulli
RMbrownresnick
Tail correlation function of the Brown-Resnick process
RMcauchy
Cauchy Family Covariance Model
RMcauchytbm
Modifications of the Cauchy Family Covariance Model
RMchoquet
Schoenberg's representation for the classes psi_d and...
RMcircular
Circular Covariance Model
RMconstant
Covariance Matrix Constant in Space
RMcoord
Coordinates in the mixed model representation
RMcovariate
Model for covariates
RMcoxisham
Cox Isham Covariance Model
RMcubic
Cubic Covariance Model
RMcurlfree
Curlfree Covariance Model
RMcutoff
Gneiting's modification towards finite range
RMdagum
Dagum Covariance Model Family
RMdampedcos
Exponentially Damped Cosine
RMdelay
Bivariate Delay Effect
RMdewijsian
Modified DeWijsian Variogram Model
RMdivfree
Divfree Covariance Model
RMeaxxa
Special models for rotation like fields
RMepscauchy
Generalized Cauchy Family Covariance Model
RMexp
Exponential Covariance Model
RMexponential
Exponential operator
RMfbm
Variogram Model of Fractal Brownian Motion
RMfix
Fixed Covariance Matrix
RMfixed
Fixed Effect Model
RMfractdiff
Fractionally Differenced Process Model
RMfractgauss
Fractal Gaussian Model Family
RMgauss
Gaussian Covariance Model
RMgencauchy
Generalized Cauchy Family Covariance Model
RMgenfbm
Generalized Fractal Brownian Motion Variogram Model
RMgengneiting
Gneiting-Wendland Covariance Models
RMgennsst
Non-Separable Space-Time model
RMgneiting
Gneiting Covariance Model
RMgneitingdiff
Gneiting Covariance Model Used as Tapering Function
RMhyperbolic
Generalized Hyperbolic Covariance Model
RMiaco
Iaco-Cesare model
RMid
Identical Model
RMintern
Internal models
RMintexp
Integral exponential operator
RMintrinsic
Intrinsic Embedding Covariance Model
RMkolmogorov
Identical Model
RMlgd
Local-Global Distinguisher Family Covariance Model
RMlsfbm
Locally Positive Definite Function Given by the Fractal...
RMma
Ma operator
RMmastein
Ma-Stein operator
RMmatern
Whittle-Matern Covariance Model
RMmatrix
Matrix operator
RMmodel
Covariance and Variogram Models in 'RandomFields' (RM...
RMmodel-class
Class 'RMmodel'
RMmodelExt-class
Class "RMmodelFit"
RMmodelgenerator-class
Class 'RMmodelgenerator'
RMmodelsAdvanced
Advanced features of the mdoels
RMmodelsAuxiliary
Auxiliary and other Models
RMmodelsMultivariate
Multivariate models
RMmodelsNonstatationary
Nonstationary features of the mdoels
RMmodelsSpaceTime
Space-time Covariance Models
RMmodelsSphere
Covariance models valid on a sphere
RMmodelsTailcorrelation
Covariance models valid for max-stable random fields
RMmodelsTrend
Trend Modelling
RMmppplus
Mixture of shape functions
RMmqam
multivariate quasi-arithmetic mean
RMmult
Multiplication of Random Field Models
RMmultiquad
The Multiquadric Family Covariance Model on th Sphere
RMnatsc
Natural scale
RMnonstwm
RMnonstwm
RMnsst
Non-Separable Space-Time model
RMnugget
Nugget Effect Covariance Model
RMoesting
Variogram Model Similar to Fractal Brownian Motion
RMparswm
Parsimonious Multivariate Whittle Matern Model
RMpenta
Penta Covariance Model
RMplus
Addition of Random Field Models
RMpoissonpoly
RMpolygon
RMpolynome
Creating poylonmial models
RMpower
Power operator for Variograms and Covariance functions
RMprod
Plain scalar product
RMqam
Quasi-arithmetic mean
RMqexp
Variant of the exponential model
RMrational
Rational function
RMrotat
Rotation matrices
RMS
Scaling operator
RMschlather
Covariance Model for binary field based on Gaussian field
RMschur
Schur product
RMsign
Random sign
RMsinepower
The Sinepower Covariance Model on the Sphere
RMspheric
The Spherical Covariance Model
RMstable
Stable Family / Powered Exponential Model
RMstein
Stein nonseparable space-time model
RMstp
Single temporal process
RMstrokorb
Tail correlation function of the Brown-Resnick process
RMsum
Plain scalar product
RMtbm
Turning Bands Method
RMtrafo
Transformation of coordinate systems
RMtrend
Trend Model
RMtruncsupport
Random sign
RMuser
User Defined Function
RMvector
Vector Covariance Model
RMwave
Wave Covariance Model / Cardinal Sine
RP
Models for classes of random fields (RP commands)
RPbernoulli
Simulation of Binary Random Fields
RPbrownresnick
Brown-Resnick process
RPchi2
Simulation of a Chi2 Random Fields
RPcirculant
Circulant Embedding methods
RPcoin
Random coin method
RPgauss
Simulation of Gaussian Random Fields
RPhyperplane
Hyperplane method
RPmaxstable
Simulation of Max-Stable Random Fields
RPmaxstableAdvanced
Simulation examples of advanced Max-Stable Random Fields
RPnugget
Method to simulate the Nugget effect
RPopitz
Extremal t process
RPpoisson
Simulation of Random Fields
RPschlather
Extremal Gaussian process
RPsequential
Methods relying on square roots of the covariance matrix
RPsmith
(Mixed) Moving Maxima
RPspecific
Methods that are specific to certain covariance models
RPspectral
Spectral turning bands method
RPt
Simulation of a T Random Fields
RPtbm
Turning Bands method
RR
Distribution families (RR commands)
RRdeterm
Random scaling used with balls
RRdistr
RRdistr
RRgauss
Random scaling used with balls
RRloc
Random scaling used with balls
RRmcmc
RRmcmc
RRrectangular
Random scaling used with balls
RRspherical
Random scaling used with balls
RRunif
Random scaling used with balls
soil
Soil data of North Bavaria, Germany
sp2RF
Transformation of an 'sp' object to an 'RFsp' object
weather
Pressure and temperature forecast errors over the Pacific...

Files in this package

RandomFields
RandomFields/inst
RandomFields/inst/CITATION
RandomFields/inst/doc
RandomFields/inst/doc/version2.pdf
RandomFields/inst/doc/multivariate_jss.pdf
RandomFields/src
RandomFields/src/Xempvario.cc
RandomFields/src/spectral.cc
RandomFields/src/Makevars
RandomFields/src/circulant.cc
RandomFields/src/startGetNset.cc
RandomFields/src/operator.cc
RandomFields/src/Coordinate_systems.h
RandomFields/src/Userinterfaces.h
RandomFields/src/auxiliary.cc
RandomFields/src/AutoRandomFields.h
RandomFields/src/variogramAndCo.cc
RandomFields/src/initNerrorSpherModels.h
RandomFields/src/error.h
RandomFields/src/Brown.cc
RandomFields/src/Huetchen.cc
RandomFields/src/direct.cc
RandomFields/src/convhull2D.cc
RandomFields/src/gausslikeli.cc
RandomFields/src/fftVario.cc
RandomFields/src/Gneiting.cc
RandomFields/src/QMath.cc
RandomFields/src/SpherModelsInitNerror.h
RandomFields/src/SpherModels.h
RandomFields/src/variogramAndCo.h
RandomFields/src/plusmalS.cc
RandomFields/src/cubicsolver.h
RandomFields/src/kleinkram.cc
RandomFields/src/Families.h
RandomFields/src/auxiliary.h
RandomFields/src/Specific.cc
RandomFields/src/extremes.cc
RandomFields/src/kleinkram.h
RandomFields/src/Coordinate_systems.cc
RandomFields/src/metropolis.cc
RandomFields/src/getNset.cc
RandomFields/src/tbm.cc
RandomFields/src/shape_processes.h
RandomFields/src/D.H.cc
RandomFields/src/MLE.cc
RandomFields/src/initNerrorSpherModels.cc
RandomFields/src/basic.h
RandomFields/src/fft.cc
RandomFields/src/SpherModelsInitNerror.cc
RandomFields/src/initNerror.cc
RandomFields/src/sequential.cc
RandomFields/src/trend.cc
RandomFields/src/empvario.cc
RandomFields/src/avltr_modified.cc
RandomFields/src/families.cc
RandomFields/src/Primitive.cc
RandomFields/src/PoissonPolygon.cc
RandomFields/src/nugget.cc
RandomFields/src/primitive.h
RandomFields/src/rf_interfaces.cc
RandomFields/src/cubicsolver.cc
RandomFields/src/RandomFields.h
RandomFields/src/hilfsdateien.cc
RandomFields/src/AutoRandomFields.cc
RandomFields/src/InternalCov.cc
RandomFields/src/gauss.cc
RandomFields/src/avltr.h
RandomFields/src/PoissonPolygon.h
RandomFields/src/hyperplan.cc
RandomFields/src/SpherModels.cc
RandomFields/src/KeyInfo.cc
RandomFields/src/RF.h
RandomFields/src/convhull2D.h
RandomFields/src/avltr_modified.h
RandomFields/src/userinterfaces.cc
RandomFields/src/Operator.h
RandomFields/NAMESPACE
RandomFields/data
RandomFields/data/weather.rda
RandomFields/data/soil.txt.gz
RandomFields/R
RandomFields/R/convert.R
RandomFields/R/RMmodelsConvenience.R
RandomFields/R/convert_new.R
RandomFields/R/Methods-aux.R
RandomFields/R/nicht.nachladbar.R
RandomFields/R/RFempvario.R
RandomFields/R/RC_GLOBALS.R
RandomFields/R/generatemodels.R
RandomFields/R/rf-plots.R
RandomFields/R/basic.fctns.R
RandomFields/R/RMmodels.R
RandomFields/R/bigdata.R
RandomFields/R/D.H.R
RandomFields/R/fitgauss.R
RandomFields/R/RFempvario-Methods-plots.R
RandomFields/R/RMmodels-Methods-plots.R
RandomFields/R/fitbernoulli.R
RandomFields/R/obsolete.R
RandomFields/R/Crossvalidation.R
RandomFields/R/helmholz.R
RandomFields/R/QMath.R
RandomFields/R/fitpoisson.R
RandomFields/R/Likelihoodratio.R
RandomFields/R/fitbr.R
RandomFields/R/auxiliary.R
RandomFields/R/RMmodelsSpecial.R
RandomFields/R/RFgui.R
RandomFields/R/Methods-RFsp.R
RandomFields/R/rf.R
RandomFields/R/fitmaxstable.R
RandomFields/R/getNset.R
RandomFields/R/RFfit.R
RandomFields/R/kriging.R
RandomFields/R/internal_use.R
RandomFields/R/Class.R
RandomFields/R/datasets.R
RandomFields/R/zzz.R
RandomFields/R/RCauto.R
RandomFields/MD5
RandomFields/DESCRIPTION
RandomFields/man
RandomFields/man/RMmodelsMultivariate.Rd
RandomFields/man/RMspheric.Rd
RandomFields/man/RMqam.Rd
RandomFields/man/RFinterpolate.Rd
RandomFields/man/RMsinepower.Rd
RandomFields/man/RMaskey.Rd
RandomFields/man/RR.Rd
RandomFields/man/RPt.Rd
RandomFields/man/RMmodel.Rd
RandomFields/man/RMstable.Rd
RandomFields/man/RMchoquet.Rd
RandomFields/man/papers.GSPSJ06.Rd
RandomFields/man/RMintern.Rd
RandomFields/man/RMeaxxa.Rd
RandomFields/man/RMgenfbm.Rd
RandomFields/man/RMbrownresnick.Rd
RandomFields/man/GaussianFields.Rd
RandomFields/man/RMschlather.Rd
RandomFields/man/RMepscauchy.Rd
RandomFields/man/RRrectangular.Rd
RandomFields/man/RPcoin.Rd
RandomFields/man/RMgencauchy.Rd
RandomFields/man/RFlinearpart.Rd
RandomFields/man/RFsimulate.more.examples.Rd
RandomFields/man/RFoptionsAdvanced.Rd
RandomFields/man/RMnonstwm.Rd
RandomFields/man/RMbr2.Rd
RandomFields/man/RFgetModelNames.Rd
RandomFields/man/RRunif.Rd
RandomFields/man/RC.Rd
RandomFields/man/conventional2RFspDataFrame.Rd
RandomFields/man/RMcauchy.Rd
RandomFields/man/RMexponential.Rd
RandomFields/man/RFempiricalvariogram.Rd
RandomFields/man/RMcubic.Rd
RandomFields/man/MajorRevisions.Rd
RandomFields/man/RMintexp.Rd
RandomFields/man/RMmultiquad.Rd
RandomFields/man/internal.Rd
RandomFields/man/RMqexp.Rd
RandomFields/man/BRspecific.Rd
RandomFields/man/RPsmith.Rd
RandomFields/man/RMstein.Rd
RandomFields/man/RMpower.Rd
RandomFields/man/RMstp.Rd
RandomFields/man/RMgennsst.Rd
RandomFields/man/RFpar.Rd
RandomFields/man/RMmodelsTailcorrelation.Rd
RandomFields/man/RMcutoff.Rd
RandomFields/man/RFoldstyle.Rd
RandomFields/man/RPmaxstable.Rd
RandomFields/man/RMtrafo.Rd
RandomFields/man/RMcauchytbm.Rd
RandomFields/man/RMvector.Rd
RandomFields/man/RMbcw.Rd
RandomFields/man/RMfractdiff.Rd
RandomFields/man/RMschur.Rd
RandomFields/man/RMdivfree.Rd
RandomFields/man/RMstrokorb.Rd
RandomFields/man/RMnugget.Rd
RandomFields/man/Bayesian.Rd
RandomFields/man/RFempVariog-class.Rd
RandomFields/man/RPbrownresnick.Rd
RandomFields/man/RMcircular.Rd
RandomFields/man/RMmult.Rd
RandomFields/man/RMiaco.Rd
RandomFields/man/RMfbm.Rd
RandomFields/man/RFgridDataFrame-class.Rd
RandomFields/man/RMcoord.Rd
RandomFields/man/RMmodelsSphere.Rd
RandomFields/man/RRspherical.Rd
RandomFields/man/RFcov.Rd
RandomFields/man/RMrotat.Rd
RandomFields/man/RM.Rd
RandomFields/man/RFsimulate.Rd
RandomFields/man/RMmqam.Rd
RandomFields/man/RMbiwm.Rd
RandomFields/man/fitgauss.Rd
RandomFields/man/RRmcmc.Rd
RandomFields/man/RMnsst.Rd
RandomFields/man/RMmodel-class.Rd
RandomFields/man/RFboxcox.Rd
RandomFields/man/RFdistr.Rd
RandomFields/man/RMmodelExt-class.Rd
RandomFields/man/RMbernoulli.Rd
RandomFields/man/RMmodelsTrend.Rd
RandomFields/man/RPchi2.Rd
RandomFields/man/RPbernoulli.Rd
RandomFields/man/RMbr2bg.Rd
RandomFields/man/RFhurst.Rd
RandomFields/man/RPtbm.Rd
RandomFields/man/RMnatsc.Rd
RandomFields/man/RMmodelsNonstatationary.Rd
RandomFields/man/RRdistr.Rd
RandomFields/man/RFsp-class.Rd
RandomFields/man/RMdelay.Rd
RandomFields/man/RRdeterm.Rd
RandomFields/man/RMintrinsic.Rd
RandomFields/man/RMcoxisham.Rd
RandomFields/man/RMbessel.Rd
RandomFields/man/obsolete.Rd
RandomFields/man/RMave.Rd
RandomFields/man/RMpolynome.Rd
RandomFields/man/RMgneiting.Rd
RandomFields/man/RMfixed.Rd
RandomFields/man/RMtrend.Rd
RandomFields/man/RMsum.Rd
RandomFields/man/RMmatrix.Rd
RandomFields/man/RPspectral.Rd
RandomFields/man/RMmodelsAdvanced.Rd
RandomFields/man/RFsimulate.sophisticated.examples.Rd
RandomFields/man/RMcovariate.Rd
RandomFields/man/papers.jss14.Rd
RandomFields/man/RMsign.Rd
RandomFields/man/RMmodelsAuxiliary.Rd
RandomFields/man/RMmastein.Rd
RandomFields/man/RPopitz.Rd
RandomFields/man/RPcirculant.Rd
RandomFields/man/RRgauss.Rd
RandomFields/man/RPschlather.Rd
RandomFields/man/RMparswm.Rd
RandomFields/man/RFgetModel.Rd
RandomFields/man/RF.Rd
RandomFields/man/RFsimulateAdvanced.Rd
RandomFields/man/papers.Rd
RandomFields/man/RPsequential.Rd
RandomFields/man/plot-method.Rd
RandomFields/man/RFoptions.Rd
RandomFields/man/RMconstant.Rd
RandomFields/man/RMoesting.Rd
RandomFields/man/RPgauss.Rd
RandomFields/man/RMuser.Rd
RandomFields/man/RMfractgauss.Rd
RandomFields/man/RPpoisson.Rd
RandomFields/man/RFgetMethodNames.Rd
RandomFields/man/papers.S02.Rd
RandomFields/man/RFformula.Rd
RandomFields/man/RMlgd.Rd
RandomFields/man/RMmppplus.Rd
RandomFields/man/RMangle.Rd
RandomFields/man/RMgengneiting.Rd
RandomFields/man/RFgetModelInfo.Rd
RandomFields/man/RP.Rd
RandomFields/man/RFspatialGridDataFrame-class.Rd
RandomFields/man/RPspecific.Rd
RandomFields/man/RFratiotest.Rd
RandomFields/man/RMmodelgenerator-class.Rd
RandomFields/man/soil.Rd
RandomFields/man/RFpointsDataFrame-class.Rd
RandomFields/man/RMbigneiting.Rd
RandomFields/man/RMgneitingdiff.Rd
RandomFields/man/RMlsfbm.Rd
RandomFields/man/RPhyperplane.Rd
RandomFields/man/RMS.Rd
RandomFields/man/sp2RF.Rd
RandomFields/man/RFgui.Rd
RandomFields/man/RMkolmogorov.Rd
RandomFields/man/RMtbm.Rd
RandomFields/man/RMprod.Rd
RandomFields/man/RMexp.Rd
RandomFields/man/PrintModelList.Rd
RandomFields/man/RMwave.Rd
RandomFields/man/RPnugget.Rd
RandomFields/man/RFfit-class.Rd
RandomFields/man/papers.SBS14.Rd
RandomFields/man/RMmodelsSpaceTime.Rd
RandomFields/man/RMid.Rd
RandomFields/man/RRloc.Rd
RandomFields/man/papers.S10.Rd
RandomFields/man/weather.Rd
RandomFields/man/RFcrossvalidate.Rd
RandomFields/man/RMpoissonpoly.Rd
RandomFields/man/RMpenta.Rd
RandomFields/man/RPmaxstableAdvanced.Rd
RandomFields/man/RFfit.Rd
RandomFields/man/RMgauss.Rd
RandomFields/man/Changings.Rd
RandomFields/man/RMdewijsian.Rd
RandomFields/man/RMhyperbolic.Rd
RandomFields/man/RMma.Rd
RandomFields/man/RMcurlfree.Rd
RandomFields/man/RMrational.Rd
RandomFields/man/papers.SS11.Rd
RandomFields/man/RFspatialPointsDataFrame-class.Rd
RandomFields/man/RFfractaldim.Rd
RandomFields/man/RMdagum.Rd
RandomFields/man/RMdampedcos.Rd
RandomFields/man/RFfitOptimiser.Rd
RandomFields/man/RMplus.Rd
RandomFields/man/CoordinateSystems.Rd
RandomFields/man/RandomFields.Rd
RandomFields/man/RFloglikelihood.Rd
RandomFields/man/QMath.Rd
RandomFields/man/RMfix.Rd
RandomFields/man/RMmatern.Rd
RandomFields/man/RMball.Rd
RandomFields/man/RMtruncsupport.Rd