Simulation and Analysis of Random Fields


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Documentation for package ‘RandomFields’ version 3.0.10

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A B C D E F G H I J K L M N O P R S T V W Z misc

RandomFields-package Simulation and Analysis of Random Fields

-- A --

Advanced RMmodels Advanced features of the mdoels
as.matrix.RFgridDataFrame Class 'RFgridDataFrame'
as.matrix.RFspatialGridDataFrame Class "RFspatialGridDataFrame"
Auxiliary Models Auxiliary and other Models
Auxiliary RMmodels Auxiliary and other Models
AuxiliaryModels Auxiliary and other Models
Average Random coin method

-- B --

Baysian Baysian Spatial Modelling
baysian Baysian Spatial Modelling
BRmethods Simulation methods for Brown-Resnick processes
Brown-Resnick Brown-Resnick process
Brown-Resnick process Brown-Resnick process

-- C --

CARTESIAN_COORD Constants used in RandomFields
cbind.RFgridDataFrame Class 'RFgridDataFrame'
cbind.RFpointsDataFrame Class 'RFpointsDataFrame'
cbind.RFspatialGridDataFrame Class "RFspatialGridDataFrame"
cbind.RFspatialPointsDataFrame Class "RFspatialPointsDataFrame"
checkExamples Low level functions
Circulant Circulant Embedding methods
coerce-method Class 'RFempVariog'
coerce-method Class 'RFfit'
coerce-method Class 'RFgridDataFrame'
coerce-method Class 'RFpointsDataFrame'
coerce-method Class "RFspatialGridDataFrame"
coerce-method Class "RFspatialPointsDataFrame"
Coins Random coin method
CondSimu Obsolete functions
constants Constants used in RandomFields
conventional2RFspDataFrame Coercion to class 'RFsp' objects
Covariance Obsolete functions
CovarianceFct Obsolete functions
CovMatrix Obsolete functions
Cutoff Circulant Embedding methods

-- D --

DeleteAllRegisters Obsolete functions
DeleteRegister Obsolete functions
dimensions-method Class 'RFsp'
Direct Methods relying on square roots of the covariance matrix
DoSimulateRF Obsolete functions

-- E --

EmpiricalVariogram Obsolete functions
extremal Gaussian Extremal Gaussian process
extremal Gaussian process Extremal Gaussian process

-- F --

fitgauss Details on fitting Gaussian random fields
fitvario Obsolete functions
fractal.dim Obsolete functions

-- G --

Gaussian Methods for Gaussian Random Fields
GaussRF Obsolete functions
GetModelList Information about the implemented covariance models
GetModelNames Information about the implemented covariance models
GKS11 Pressure and temperature forecast errors over the Pacific Northwest
GridTopology2gridVectors-method Class "RFspatialGridDataFrame"
GSPSJ06 Fast and Exact Simulation of Large Gaussian Lattice Systems in R2

-- H --

hurst Obsolete functions
Hyperplane Hyperplane method

-- I --

InitGaussRF Obsolete functions
InitMaxStableRF Obsolete functions
InitSimulateRF Obsolete functions
Intrinsic Circulant Embedding methods
isGridded Class 'RFsp'
isGridded-method Class 'RFsp'
ISOTROPIC Constants used in RandomFields

-- J --

jss13 R package 'RandomFields': Analysis and simulation of multivariate random fields and more

-- K --

Kriging Obsolete functions

-- L --

lines.RMmodel Methods for function 'plot' in package 'RandomFields'

-- M --

M2 (Mixed) Moving Maxima
M3 (Mixed) Moving Maxima
Maxstable Simulation of Max-Stable Random Fields
maxstable Simulation of Max-Stable Random Fields
maxstableAdvanced Simulation examples of advanced Max-Stable Random Fields
MaxStableRF Obsolete functions
mixed movin maxima (Mixed) Moving Maxima
moving maxima (Mixed) Moving Maxima

-- N --

Nugget Method to simulate the Nugget effect

-- O --

Other models Auxiliary and other Models

-- P --

papers Papers involving 'RandomFields' and co-authored by M. Schlather
plot-method Methods for function 'plot' in package 'RandomFields'
plotWithCircles Low level functions
points.RMmodel Methods for function 'plot' in package 'RandomFields'
Print Nice print function returning also the names automatically
print.RFfit Class 'RFfit'
print.RFgridDataFrame Class 'RFgridDataFrame'
print.RFpointsDataFrame Class 'RFpointsDataFrame'
print.RFspatialGridDataFrame Class "RFspatialGridDataFrame"
print.RFspatialPointsDataFrame Class "RFspatialPointsDataFrame"
print.RMmodel Class 'RMmodel'
print.RMmodelgenerator Class 'RMmodelgenerator'
PrintModelList Information about the implemented covariance models

-- R --

RF Evaluation operators
RFCov Internal models
RFcov Evaluate Covariance and Variogram Functions
RFCovMatrix Internal models
RFcovmatrix Evaluate Covariance and Variogram Functions
RFddistr Evaluating distribution families
RFDistr Internal models
RFdistr Evaluating distribution families
RFDummy Internal models
RFearth2cartesian Transformation of coordinate systems
RFearth2dist Transformation of coordinate systems
RFempiricalvariogram Empirical (Cross-)Variogram
RFempVariog-class Class 'RFempVariog'
RFFctn Internal models
RFfctn Evaluate Covariance and Variogram Functions
RFfit Fitting model parameters to spatial data (regionalised variables) and to linear (mixed) models
RFfit-class Class 'RFfit'
RFfit.default Fitting model parameters to spatial data (regionalised variables) and to linear (mixed) models
RFformula RFformula - syntax to design random field models with trend or linear mixed models
RFfractaldim RFfractaldimension
rfGenerateModels Low level functions
RFget Internal models
RFgetMethodNames Simulation Techniques
RFgetModel Internal information
RFgetModelInfo Internal information
RFgetModelNames Names of implemented covariance and variogram models
RFgridDataFrame Class 'RFgridDataFrame'
RFgridDataFrame-class Class 'RFgridDataFrame'
RFgui Graphical User Interface For Fitting Covariance Models And Variograms
RFhurst Hurst coefficient
RFinterpolate Kriging methods
RFmodel Evaluation operators
RFoldstyle RFoldstyle
RFoptions Setting control parameters
RFparameters Obsolete functions
RFpdistr Evaluating distribution families
RFpointsDataFrame Class 'RFpointsDataFrame'
RFpointsDataFrame-class Class 'RFpointsDataFrame'
RFPseudovariogram Internal models
RFpseudovariogram Evaluate Covariance and Variogram Functions
RFqdistr Evaluating distribution families
RFratiotest Likelihood ratio test
RFrdistr Evaluating distribution families
RFSimulate Internal models
RFsimulate Simulation of Random Fields
RFsimulate.more.examples Further Examples for the Simulation of Random Fields
RFsimulate.sophisticated.examples Sophisticated Examples for the Simulation of Random Fields
RFsimulateAdvanced Simulation of Random Fields - Advanced
RFsp-class Class 'RFsp'
RFspatialGridDataFrame Class "RFspatialGridDataFrame"
RFspatialGridDataFrame-class Class "RFspatialGridDataFrame"
RFspatialPointsDataFrame Class "RFspatialPointsDataFrame"
RFspatialPointsDataFrame-class Class "RFspatialPointsDataFrame"
RFspDataFrame2conventional coerce RFsp-class to conventional format
RFspDataFrame2conventional-method Class 'RFgridDataFrame'
RFspDataFrame2conventional-method Class 'RFpointsDataFrame'
RFspDataFrame2conventional-method Class "RFspatialGridDataFrame"
RFspDataFrame2conventional-method Class "RFspatialPointsDataFrame"
RFspDataFrame2dataArray coerce RFsp-class to conventional format
RFspDataFrame2dataArray-method Class 'RFgridDataFrame'
RFspDataFrame2dataArray-method Class "RFspatialGridDataFrame"
RFVariogram Internal models
RFvariogram Evaluate Covariance and Variogram Functions
RM Covariance and Variogram Models in 'RandomFields'
RM# Internal models
RMangle Anisotropy matrix given by angle
RMaskey Askey model
RMave Space-time moving average model
RMball RMball
RMbernoulli Covariance Model for binary field based on a Gaussian field
RMbessel Bessel Family Covariance Model
RMbigneiting Gneiting-Wendland Covariance Models
RMbiwendland Gneiting-Wendland Covariance Models
RMbiwm Full Bivariate Whittle Matern Model
RMbr2bg Transformation among tail correlation functions
RMbr2eg Transformation among tail correlation functions
RMbrownresnick Tail correlation function of the Brown-Resnick process
RMcardinalsine Wave Covariance Model / Cardinal Sine
RMcauchy Cauchy Family Covariance Model
RMcauchytbm Modifications of the Cauchy Family Covariance Model
RMcircular Circular Covariance Model
RMconstant Constant Covariance Matrix
RMcoord Coordinates in the mixed model representation
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 Generalized DeWijsian Variogram Model
RMdivfree Divfree Covariance Model
RMeaxxa Special models for rotation like fields
RMepscauchy Generalized Cauchy Family Covariance Model
RMetaxxa Special models for rotation like fields
RMexp Exponential Covariance Model
RMexponential Exponential operator
RMfbm Variogram Model of Fractal Brownian Motion
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
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
RMjbessel Bessel Family Covariance Model
RMkbessel Whittle-Matern Covariance Model
RMkolmogorov Identical Model
RMlgd Local-Global Distinguisher Family Covariance Model
RMma Ma operator
RMmastein Ma-Stein operator
RMmatern Whittle-Matern Covariance Model
RMmatrix Matrix operator
RMmissing Internal models
RMmixed Internal models
RMmodel Covariance and Variogram Models in 'RandomFields'
RMmodel-class Class 'RMmodel'
RMmodelExt-class Class "RMmodelExt"
RMmodelgenerator-class Class 'RMmodelgenerator'
RMmodels Covariance and Variogram Models in 'RandomFields'
RMmodelsAdvanced Advanced features of the mdoels
RMmodelsAuxiliary Auxiliary and other Models
RMmppplus Mixture of shape functions
RMmqam multivariate quasi-arithmetic mean
RMmult Multiplication of Random Field Models
RMnatsc Natural scale
RMnonstwm RMnonstwm
RMnsst Non-Separable Space-Time model
RMnugget Nugget Effect Covariance Model
RMparswm Parsimonious Multivariate Whittle Matern Model
RMparswmX Parsimonious Multivariate Whittle Matern Model
RMpenta Penta Covariance Model
RMplus Addition of Random Field Models
RMpoissonShape Internal models
RMpolygon RMpolygon
RMpower Power operator for Variograms and Covariance functions
RMpoweredexp Stable Family / Powered Exponential Model
RMpoweredexponential Stable Family / Powered Exponential Model
RMptsGivenShape Internal models
RMqam Quasi-arithmetic mean
RMqexp Variant of the exponential model
RMrational Rational function
RMrotat Rotation matrices
RMrotation Rotation matrices
RMS Scaling operator
RMschlather Covariance Model for binary field based on Gaussian field
RMschur Schur product
RMselect Internal models
RMset Internal models
RMsign Random sign
RMspheric Spherical Covariance Model
RMstable Stable Family / Powered Exponential Model
RMstandardShape Internal models
RMstein Stein nonseparable space-time model
RMstp Single temporal process
RMstrokorb Tail correlation function of the Brown-Resnick process
RMstrokorbBall Tail correlation function of the Brown-Resnick process
RMstrokorbMono Tail correlation function of the Brown-Resnick process
RMstrokorbPoly Tail correlation function of the Brown-Resnick process
RMtbm Turning Bands Method
RMtent Askey model
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
RMwendland Gneiting-Wendland Covariance Models
RMwhittle Whittle-Matern Covariance Model
RP Models for classes of random fields
RP$proc Internal models
RPaverage Random coin method
RPaverageIntern Internal models
RPbernoulli Simulation of Binary Random Fields
RPbrmixed Simulation methods for Brown-Resnick processes
RPbrmixedIntern Internal models
RPbrorig Simulation methods for Brown-Resnick processes
RPbrorigIntern Internal models
RPbrownresnick Brown-Resnick process
RPbrshifted Simulation methods for Brown-Resnick processes
RPbrshiftIntern Internal models
RPchi2 Simulation of a Chi2 Random Fields
RPcirculant Circulant Embedding methods
RPcoins Random coin method
RPcutoff Circulant Embedding methods
RPcutoffIntern Internal models
RPdirect Methods relying on square roots of the covariance matrix
RPgauss Simulation of Gaussian Random Fields
RPhyperIntern Internal models
RPhyperplane Hyperplane method
RPintrinsic Circulant Embedding methods
RPintrinsIntern Internal models
RPmaxstable Simulation of Max-Stable Random Fields
RPmodel Models for classes of random fields
RPnugget Method to simulate the Nugget effect
RPnuggetIntern Internal models
RPplusproc Internal models
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
RPspectralIntern Internal models
RPtbm Turning Bands method
RPtbmIntern Internal models
RR Random parameters
RRdeterm Random scaling used with balls
RRdistr RRdistr
RRgauss Random scaling used with balls
RRloc Random scaling used with balls
RRrectangular Random scaling used with balls
RRspherical Random scaling used with balls
RRunif Random scaling used with balls

-- S --

S02 Models for stationary max-stable random fields
S10 On some covariance models based on normal scale mixtures
SBS14 Systematic co-occurrence of tail correlation functions among max-stable processes
Sequential Methods relying on square roots of the covariance matrix
show-method Class 'RFfit'
show-method Class 'RFgridDataFrame'
show-method Class 'RMmodel'
show-method Class 'RFpointsDataFrame'
show-method Class "RFspatialGridDataFrame"
show-method Class "RFspatialPointsDataFrame"
show-method Class 'RMmodelgenerator'
Sobolev Whittle-Matern Covariance Model
soil Soil data of North Bavaria, Germany
SPACEISOTROPIC Constants used in RandomFields
Specific Methods that are specific to certain covariance models
Spectral Spectral turning bands method
SS12 Covariance Models for Random Vector Fields
str.RMmodel Class 'RMmodel'
summary-method Class 'RFsp'

-- T --

Tbm Turning Bands method

-- V --

variance-method Class 'RFsp'
Variogram Obsolete functions

-- W --

weather Pressure and temperature forecast errors over the Pacific Northwest

-- Z --

ZF_DOMAIN Constants used in RandomFields
ZF_ISOTROPY Constants used in RandomFields
ZF_TYPE Constants used in RandomFields

-- misc --

+ Addition of Random Field Models
++ Mixture of shape functions
+-method Class 'RMmodel'
[-method Class 'RFfit'
[-method Class 'RFgridDataFrame'
[-method Class 'RMmodel'
[-method Class "RMmodelExt"
[-method Class 'RFpointsDataFrame'
[-method Class 'RFsp'
[-method Class "RFspatialGridDataFrame"
[-method Class "RFspatialPointsDataFrame"
[-method Covariance and Variogram Models in 'RandomFields'
[-method Class 'RMmodelgenerator'
[<--method Class 'RFgridDataFrame'
[<--method Class 'RMmodel'
[<--method Class "RMmodelExt"
[<--method Class 'RFpointsDataFrame'
[<--method Class 'RFsp'
[<--method Class "RFspatialGridDataFrame"
[<--method Class "RFspatialPointsDataFrame"
[<--method Covariance and Variogram Models in 'RandomFields'
[<--method Class 'RMmodelgenerator'