R: Multi-Resolution Kriging Based on Markov Random Fields

# Multi-Resolution Kriging Based on Markov Random Fields

## Documentation for package ‘LatticeKrig’ version 9.4.1

- DESCRIPTION file

## Help Pages

A C D E F G I K L N O P R S T W

## -- A --

Awght2Omega | Functions to search over covariance parameters in the LatticeKrig model.

## -- C --

choleskyMemory | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
convertIndexArray | Miscellaneous internal functions for LatticeKrig package.
convertIndexPeriodic | Miscellaneous internal functions for LatticeKrig package.
createLKrigObject | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
CubicBSpline | Two dimensional radial and tensor basis functions

## -- D --

dfind2d | Internal functions for LatticeKrig package.
dfind3d | Internal functions for LatticeKrig package.
directionCosines | Utility functions for spherical coordinate and projections.

## -- E --

EquatorData | Data examples for the LatticeKrig Vignette
equatorGrid | Data examples for the LatticeKrig Vignette
equatorGridValues | Data examples for the LatticeKrig Vignette
equatorLocations | Data examples for the LatticeKrig Vignette
equatorValues | Data examples for the LatticeKrig Vignette
expandMatrix | Miscellaneous internal functions for LatticeKrig package.
expandMatrix0 | Miscellaneous internal functions for LatticeKrig package.
expandMList | Miscellaneous internal functions for LatticeKrig package.

## -- F --

findnorm | Internal FORTRAN routines for working with grids and finding distances.

## -- G --

grid2Index | Miscellaneous internal functions for LatticeKrig package.
gridList | Class '"gridList"'. A description of a regular and multidimensional grid.
gridList-class | Class '"gridList"'. A description of a regular and multidimensional grid.
gridListInfo | Class '"gridList"'. A description of a regular and multidimensional grid.

## -- I --

IcosahedronFaces | Icosahedral multi-resolution grids
IcosahedronGrid | Icosahedral multi-resolution grids

## -- K --

KrigingExampleData | Synthetic data for kriging examples

## -- L --

LambdaAwghtObjectiveFunction | Functions to search over covariance parameters in the LatticeKrig model.
LatticeKrig | User-friendly spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
LatticeKrigEasyDefaults | Create or update the LatticeKrig model object (LKinfo) for spatial fitting.
LKArrayShift | Miscellaneous internal functions for LatticeKrig package.
LKBox | Tailoring the LatticeKrig model to a specific geometry.
LKBoxCreateLattice | Creates the lattice information for a specific geometry.
LKCylinder | Geometries to represent 2-d and 3-d spherical data.
LKDefaultVarNames | Internal functions for LatticeKrig package.
LKDiag | Create a matrix with given entries on the given diagonals
lkdiag | Internal FORTRAN routines for working with grids and finding distances.
LKDist | Find all pairwise distances within a maximum distance.
lkdist | Internal FORTRAN routines for working with grids and finding distances.
lkdistcomp | Internal FORTRAN routines for working with grids and finding distances.
LKDistComponents | Find all pairwise distances within a maximum distance.
LKDistGrid | Find all pairwise distances within a maximum distance.
lkdistgrid | Internal FORTRAN routines for working with grids and finding distances.
lkdistgridcomp | Internal FORTRAN routines for working with grids and finding distances.
LKDistGridComponents | Find all pairwise distances within a maximum distance.
LKFindAlphaVarianceWeights | Creates the alpha parameter list in LatticeKrig covariance.
LKFindSigma2VarianceWeights | High level functions for generating and simulating a basis function,Gaussian Process.
LKGeometry | Tailoring the LatticeKrig model to a specific geometry.
LKGridCheck | Find all pairwise distances within a maximum distance.
LKGridFindNmax | Find all pairwise distances within a maximum distance.
LKinfo | Create or update the LatticeKrig model object (LKinfo) for spatial fitting.
LKinfoCheck | Check the LKinfo object
LKinfoCheck.default | Check the LKinfo object
LKinfoCheck.LKRectangle | Check the LKinfo object
LKinfoUpdate | Create or update the LatticeKrig model object (LKinfo) for spatial fitting.
LKInterval | Tailoring the LatticeKrig model to a specific geometry.
LKIntervalCreateLattice | Creates the lattice information for a specific geometry.
LKRectangle | Summary of the LKRectangle geometry for a standard two dimensional spatial domain.
LKRectangleCreateLattice | Creates the lattice information for a specific geometry.
LKRectangleSetupNormalization | Methods and functions to support normalizing to marginal variance of one.
LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
LKrig.basis | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.coef | Internal functions for LatticeKrig package.
LKrig.cov | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.cov.plot | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.cyl | Two dimensional radial and tensor basis functions
LKrig.lnPlike | Internal functions for LatticeKrig package.
LKrig.make.par.grid | Functions to search over covariance parameters in the LatticeKrig model.
LKrig.MLE | Functions to search over covariance parameters in the LatticeKrig model.
LKrig.precision | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.quadraticform | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.rowshift | Miscellaneous internal functions for LatticeKrig package.
LKrig.rowshift.periodic | Miscellaneous internal functions for LatticeKrig package.
LKrig.shift.matrix | Miscellaneous internal functions for LatticeKrig package.
LKrig.sim | Functions for simulating a multi resolution process following the Lattice Krig covariance model.
LKrig.sim.conditional | Functions for simulating a multi resolution process following the Lattice Krig covariance model.
LKrig.spind2spam | High level functions for generating and simulating a basis function,Gaussian Process.
LKrig.traceA | Internal functions for LatticeKrig package.
LKrigCovWeightedObs | High level functions for generating and simulating a basis function,Gaussian Process.
LKrigDefaultFixedFunction | Creates fixed part of spatial model.
LKrigDistance | Distance function methods for 'LKrigDistance' in Package 'LatticeKrig'
LKrigDistance-method | Distance function methods for 'LKrigDistance' in Package 'LatticeKrig'
LKrigDistance-methods | Distance function methods for 'LKrigDistance' in Package 'LatticeKrig'
LKrigFindLambda | Functions to search over covariance parameters in the LatticeKrig model.
LKrigFindLambdaAwght | Functions to search over covariance parameters in the LatticeKrig model.
LKrigLatticeCenters | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.default | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKBox | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKCylinder | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKInterval | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKRectangle | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKRing | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeCenters.LKSphere | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeScales | Methods to report the locations or scales associated with the lattice points.
LKrigLatticeScales.default | Methods to report the locations or scales associated with the lattice points.
LKrigMakewU | Internal functions for LatticeKrig package.
LKrigMakewX | Internal functions for LatticeKrig package.
LKrigMarginalVariance | High level functions for generating and simulating a basis function,Gaussian Process.
LKrigNormalizeBasis | Methods and functions to support normalizing to marginal variance of one.
LKrigNormalizeBasisFast | Methods and functions to support normalizing to marginal variance of one.
LKrigNormalizeBasisFast.default | Methods and functions to support normalizing to marginal variance of one.
LKrigNormalizeBasisFast.LKRectangle | Methods and functions to support normalizing to marginal variance of one.
LKrigNormalizeBasisFFTInterpolate | Methods and functions to support normalizing to marginal variance of one.
LKrigNormalizeBasisSelector | Methods and functions to support normalizing to marginal variance of one.
LKrigPeriodicFixedFunction | Creates fixed part of spatial model.
LKrigSAR | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.default | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKBox | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKCylinder | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKInterval | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKRectangle | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKRing | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSAR.LKSphere | Method that creates the spatial autoregressive (SAR) matrix.
LKrigSetup | Create or update the LatticeKrig model object (LKinfo) for spatial fitting.
LKrigSetupAlpha | Creates the alpha parameter list in LatticeKrig covariance.
LKrigSetupAlpha.default | Creates the alpha parameter list in LatticeKrig covariance.
LKrigSetupAlpha.LKBox | Creates the alpha parameter list in LatticeKrig covariance.
LKrigSetupAlpha.LKInterval | Creates the alpha parameter list in LatticeKrig covariance.
LKrigSetupAlpha.LKRectangle | Creates the alpha parameter list in LatticeKrig covariance.
LKrigSetupAwght | Method to create a.wght component from the 'LKinfo' object.
LKrigSetupAwght.default | Method to create a.wght component from the 'LKinfo' object.
LKrigSetupAwght.LKRectangle | Method to create a.wght component from the 'LKinfo' object.
LKrigSetupAwghtObject | Method to create a.wght component from the 'LKinfo' object.
LKrigSetupLattice | Creates the lattice information for a specific geometry.
LKrigSetupLattice.default | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKBox | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKCylinder | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKInterval | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKRectangle | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKRing | Creates the lattice information for a specific geometry.
LKrigSetupLattice.LKSphere | Creates the lattice information for a specific geometry.
LKrigUnrollZGrid | Internal functions for LatticeKrig package.
LKRing | Geometries to represent 2-d and 3-d spherical data.
LKSphere | Geometries to represent 2-d and 3-d spherical data.

## -- N --

nonstationaryModels | Specifying non-stationary models

## -- O --

omega2Awght | Functions to search over covariance parameters in the LatticeKrig model.

## -- P --

PolarData | Data examples for the LatticeKrig Vignette
polarGrid | Data examples for the LatticeKrig Vignette
polarGridValues | Data examples for the LatticeKrig Vignette
polarLocations | Data examples for the LatticeKrig Vignette
polarValues | Data examples for the LatticeKrig Vignette
predict.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
predictLKrigFixedFunction | Creates fixed part of spatial model.
predictSE.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
predictSurface.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
print.LatticeKrig | User-friendly spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
print.LKinfo | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
print.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
projectionSphere | Utility functions for spherical coordinate and projections.

## -- R --

Radial.basis | Two dimensional radial and tensor basis functions
repMatrix | Miscellaneous internal functions for LatticeKrig package.

## -- S --

setDefaultsLKinfo | Method for including default information in the LKinfo object.
setDefaultsLKinfo.default | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKBox | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKCylinder | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKInterval | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKRectangle | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKRing | Method for including default information in the LKinfo object.
setDefaultsLKinfo.LKSphere | Method for including default information in the LKinfo object.
simConditionalDraw | Functions for simulating a multi resolution process following the Lattice Krig covariance model.
summary.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.
surface.LKrig | Spatial prediction and inference using a compactly supported multi-resolution basis and a lattice model for the basis coefficients.

## -- T --

Tensor.basis | Two dimensional radial and tensor basis functions
toSphere | Utility functions for spherical coordinate and projections.
triWeight | Two dimensional radial and tensor basis functions

## -- W --

WendlandFunction | Two dimensional radial and tensor basis functions