Learn R Programming

geosptdb (version 1.0-2)

Spatio-Temporal Radial Basis Functions with Distance-Based Methods (Optimization, Prediction and Cross Validation)

Description

Spatio-temporal radial basis functions (optimization, prediction and cross-validation), summary statistics from cross-validation, Adjusting distance-based linear regression model and generation of the principal coordinates of a new individual from Gower's distance.

Copy Link

Version

Install

install.packages('geosptdb')

Monthly Downloads

216

Version

1.0-2

License

GPL (>= 2)

Maintainer

Carlos Melo

Last Published

June 21st, 2025

Functions in geosptdb (1.0-2)

table of rbf spatio-temporal cross validation, leave-one-out

Leave-one-out cross validation for spatio-temporal radial basis function

SpatialPointsDataFrame of a 24980 pixel grid in Croatia, with static topographic predictors such as: spatial coordinates, DEM, DSEA and TWI information.

Adjusting distance-based linear regression model

Inverse Distance Weighting (IDW) function for spatio-temporal prediction.

Generate a RMSPE value, result of leave-one-out cross validation

geospt internal function

RMSPE value result of leave-one-out cross validation for rbfST

croatia.grid7cp

Principal coordinates of a pixelated size 4994 in Croatia.

Data climatic stations in Croatia.

IDW spatio-temporal leave-one-out cross validation

Cross-validation summaries

principal coordinates associated with data climatic stations in Croatia 2008.

Generate the principal coordinates of a new individual from Gower's distance.

Data climatic stations in Croatia.

geosptdb-package

Spatio-Temporal Radial Basis Functions with Distance-Based Methods (Optimization, Prediction and Cross Validation)

Graph that describes the behavior of the optimized eta and rho parameters, associated with a spatio-temporal radial basis function.

gaussian, exponential, trigonometric, thin plate spline, inverse multiquadratic, and multiquadratic radial basis function for spatio-temporal prediction

table of idw spatio-temporal leave-one-out cross validation

standardize internal function