Functional Geostatistics: Univariate and Multivariate Functional Spatial Prediction


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Documentation for package ‘SpatFD’ version 0.0.1

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AirQualityBogota Air quality data of Bogota, Colombia
classification Classification Function for Functional Data
COKMexico Air quality data of Mexico
COKS_scores_lambdas Functional cokriging
COK_crossval_loo Leave-One-Out Cross-Validation for Functional cokriging
coord Coordinates of measurement stations Bogota, Colombia
coord_NO2 Coordinates of air quality data of Mexico
coord_PM10 Coordinates of air quality data of Mexico
create_mcov Create Covariance Matrices given a series of spatial model parameters
CrossSpatFD Creates univariate and multivariate CrossSpatFD object to perform crossed validation for functional spatial prediction.
crossval_loo Leave-One-Out Cross-Validation for Functional Kriging
FD_optimal_design Optimal Spatial Design For Functional Data
generate_basis Creates functional ortogonal basis as fd object.
gfdata Creates gfdata objects.
gfd_clasif_data Divide the data in train and test dataset
gfd_variog_geoR Generate Variograms for Functional Data from a gfdata object
ggmap_KS Map plot of a 'KS_pred' object
ggplot_KS ggplot of predicted functions
KS_scores_lambdas Functional Kriging
map map of Bogota, Colombia
map_mex map of Mexico
mclass_data Get the mean of means for each class
mean_mean Calculate Mean Functions for Each Class
Mex_PM10 Air quality data of Mexico
NO2 Air quality data of Mexico
PM10 PM10 of Bogota, Colombia
print.OptimalSpatialDesign Print of OptimalSpatialDesign objects
recons_fd Linear combinations for functional kriging
scores Spatial random field of scores
sim_functional_process Simulation of unconditional or conditional functional spatial process.
SpatFD Creates univariate and multivariate SpatFD objects.
summary.COKS_pred Summary of COKS_pred objects
summary.gfdata Summary of gfdata objects
summary.KS_pred Summary of KS_pred objects
summary.SpatFD Summary of SpatFD objects
vowels Imaginary thinking of the five Spanish vowels
vowels_coords Coordinates of electrodes from the vowels data set