RandomFields: Simulation and Analysis of Random Fields

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.

AuthorMartin 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 publication2016-12-25 23:37:21
MaintainerMartin Schlather <schlather@math.uni-mannheim.de>
LicenseGPL (>= 3)
Version3.1.36
http://ms.math.uni-mannheim.de/de/publications/software

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/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/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

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