Package: geosptdb 1.0-1

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

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.

Authors:Carlos Melo [aut, cre], Oscar Melo [aut], Sandra Melo [aut]

geosptdb_1.0-1.tar.gz
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geosptdb_1.0-1.tgz(r-4.4-any)geosptdb_1.0-1.tgz(r-4.3-any)
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geosptdb.pdf |geosptdb.html✨
geosptdb/json (API)

# Install 'geosptdb' in R:
install.packages('geosptdb', repos = c('https://carlosm77.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • croatia - Map Croatia.
  • croatia.grid7cp - Principal coordinates of a pixelated size 4994 in Croatia.
  • croatia.temp - Data climatic stations in Croatia.
  • croatia2008 - Data climatic stations in Croatia.
  • croatiadb - Principal coordinates associated with data climatic stations in Croatia 2008.

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.28 score 19 scripts 170 downloads 14 exports 84 dependencies

Last updated 3 years agofrom:59f29b5165. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 29 2024
R-4.5-winOKOct 29 2024
R-4.5-linuxOKOct 29 2024
R-4.4-winOKOct 29 2024
R-4.4-macOKOct 29 2024
R-4.3-winOKOct 29 2024
R-4.3-macOKOct 29 2024

Exports:cp.xnewscriteriaST.cvdblmextractFormulagraph.rbfSTidwSTidwST.cvidwST.cv1idwST.tcvrbfSTrbfST.cvrbfST.cv1rbfST.tcvstandardize

Dependencies:abindade4apeclassclassIntcliclustercolorspaceDBIdigestdotCall64dplyre1071fansifarverFDfieldsFNNgenalggenericsgeometrygeosptggplot2gluegslgstatgtableintervalsisobandKernSmoothlabelinglatticelifecyclelimSolvelinproglpSolvemagicmagrittrmapsMASSMatrixmgcvminqamitoolsmunsellnlmenumDerivpermutepillarpixmappkgconfigplyrproxyquadprogR6RColorBrewerRcppRcppArmadilloRcppProgressrlangs2scalessfsftimesgeostatspspacetimespamstarsStatMatchsurveysurvivalTeachingDemostibbletidyselectunitsutf8vctrsveganviridisLitewithrwkxtszoo

Readme and manuals

Help Manual

Help pageTopics
Spatio-Temporal Radial Basis Functions with Distance-Based Methods (Optimization, Prediction and Cross Validation)geosptdb-package geosptdb
Generate the principal coordinates of a new individual from Gower's distance.cp.xnews
Cross-validation summariescriteriaST.cv
Map Croatia.croatia
Principal coordinates of a pixelated size 4994 in Croatia.croatia.grid7cp
Data climatic stations in Croatia.croatia.temp
Data climatic stations in Croatia.croatia2008
principal coordinates associated with data climatic stations in Croatia 2008.croatiadb
Adjusting distance-based linear regression modeldblm
geospt internal functionextractFormula
Graph that describes the behavior of the optimized _eta_ and _rho_ parameters, associated with a spatio-temporal radial basis function.graph.rbfST
Inverse Distance Weighting (IDW) function for spatio-temporal prediction.idwST
IDW spatio-temporal leave-one-out cross validationidwST.cv
Generate a RMSPE value, result of leave-one-out cross validationidwST.cv1
table of idw spatio-temporal leave-one-out cross validationidwST.tcv
gaussian, exponential, trigonometric, thin plate spline, inverse multiquadratic, and multiquadratic radial basis function for spatio-temporal predictionrbfST
Leave-one-out cross validation for spatio-temporal radial basis functionrbfST.cv
RMSPE value result of leave-one-out cross validation for _rbfST_rbfST.cv1
table of rbf spatio-temporal cross validation, leave-one-outrbfST.tcv
standardize internal functionstandardize