'caret' Applications for Spatial-Temporal Models


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Documentation for package ‘CAST’ version 0.9.0

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CAST-package 'caret' Applications for Spatial-Temporal Models
aoa Area of Applicability
bss Best subset feature selection
calibrate_aoa Calibrate the AOA based on the relationship between the DI and the prediction error
CAST 'caret' Applications for Spatial-Temporal Models
clustered_sample Clustered samples simulation
CreateSpacetimeFolds Create Space-time Folds
DItoErrormetric Model the relationship between the DI and the prediction error
errorModel Model expected error between Metric and DI
ffs Forward feature selection
geodist Calculate euclidean nearest neighbor distances in geographic space or feature space
get_preds_all Get Preds all
global_validation Evaluate 'global' cross-validation
knndm K-fold Nearest Neighbour Distance Matching
multiCV MultiCV
nndm Nearest Neighbour Distance Matching (NNDM) algorithm
plot Plot CAST classes
plot.aoa Plot CAST classes
plot.errorModel Plot CAST classes
plot.ffs Plot CAST classes
plot.geodist Plot CAST classes
plot.knndm Plot CAST classes
plot.nndm Plot CAST classes
plot.trainDI Plot CAST classes
plot_ffs Plot results of a Forward feature selection or best subset selection
plot_geodist Plot euclidean nearest neighbor distances in geographic space or feature space
print Print CAST classes
print.aoa Print CAST classes
print.ffs Print CAST classes
print.knndm Print CAST classes
print.nndm Print CAST classes
print.trainDI Print CAST classes
show.aoa Print CAST classes
show.ffs Print CAST classes
show.knndm Print CAST classes
show.nndm Print CAST classes
show.trainDI Print CAST classes
splotdata sPlotOpen Data of Species Richness
trainDI Calculate Dissimilarity Index of training data