Package: IDE 0.3.1

IDE: Integro-Difference Equation Spatio-Temporal Models

The Integro-Difference Equation model is a linear, dynamical model used to model phenomena that evolve in space and in time; see, for example, Cressie and Wikle (2011, ISBN:978-0-471-69274-4) or Dewar et al. (2009) <doi:10.1109/TSP.2008.2005091>. At the heart of the model is the kernel, which dictates how the process evolves from one time point to the next. Both process and parameter reduction are used to facilitate computation, and spatially-varying kernels are allowed. Data used to estimate the parameters are assumed to be readings of the process corrupted by Gaussian measurement error. Parameters are fitted by maximum likelihood, and estimation is carried out using an evolution algorithm.

Authors:Andrew Zammit-Mangion [aut, cre]

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IDE/json (API)

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

Peer review:

Bug tracker:https://github.com/andrewzm/ide/issues

On CRAN:

4.70 score 1 stars 9 scripts 189 downloads 81 mentions 5 exports 124 dependencies

Last updated 2 years agofrom:fa9b21f322. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 10 2024
R-4.5-winOKNov 10 2024
R-4.5-linuxOKNov 10 2024
R-4.4-winOKNov 10 2024
R-4.4-macOKNov 10 2024
R-4.3-winOKNov 10 2024
R-4.3-macOKNov 10 2024

Exports:constant_basisfit.IDEIDEshow_kernelsimIDE

Dependencies:abindbackportsbase64encbootbroombslibcachemcarcarDatacheckmateclassclassIntcliclustercolorspacecorrplotcowplotcpp11data.tableDBIDEoptimDerivdigestdoBydotCall64dplyre1071evaluatefansifarverfastmapfmesherfontawesomeforeignFormulaFRKfsgenericsggplot2ggpubrggrepelggsciggsignifgluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsintervalsisobandjquerylibjsonliteKernSmoothknitrlabelinglatticelifecyclelme4magrittrMASSMatrixMatrixModelsmemoisemgcvmicrobenchmarkmimeminqamodelrmunsellnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigplyrpolynomproxypurrrquantregR6rappdirsRColorBrewerRcppRcppEigenreshape2rlangrmarkdownrpartrstatixrstudioapis2sassscalessfspspacetimespamsparseinvSparseMstatmodstringistringrsurvivaltibbletidyrtidyselecttinytexTMBunitsutf8vctrsviridisviridisLitewithrwkxfunxtsyamlzoo

Spatio-temporal modelling with IDE

Rendered fromIDE_intro.Rnwusingknitr::knitron Nov 10 2024.

Last update: 2018-05-06
Started: 2018-05-02