Implements the Adaptive Multiple Importance Sampling (AMIS) algorithm, as described by Retkute et al. (2021, <doi:10.1214/21-AOAS1486>), to estimate key epidemiological parameters by combining outputs from a geostatistical model of infectious diseases (such as prevalence, incidence, or relative risk) with a disease transmission model. Utilising the resulting posterior distributions, the package enables forward projections at the local level.
Version: | 0.1.0 |
Depends: | R (≥ 4.1) |
Imports: | Hmisc, mclust, mnormt, Rcpp, weights |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | knitr, ggplot2, patchwork, rmarkdown, sf, viridis |
Published: | 2025-01-20 |
DOI: | 10.32614/CRAN.package.AMISforInfectiousDiseases |
Author: | Evandro Konzen [aut], Renata Retkute [aut], Raiha Browning [aut], Thilbault Lestang [aut], Simon Spencer [aut, cre], University of Warwick [cph], Oxford Research Software Engineering [cph] |
Maintainer: | Simon Spencer <s.e.f.spencer at warwick.ac.uk> |
BugReports: | https://github.com/drsimonspencer/AMISforInfectiousDiseases-dev/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/drsimonspencer/AMISforInfectiousDiseases-dev |
NeedsCompilation: | yes |
Materials: | README |
CRAN checks: | AMISforInfectiousDiseases results |
Reference manual: | AMISforInfectiousDiseases.pdf |
Vignettes: |
Fitting Ascariasis data (source) Simulation study (source) |
Package source: | AMISforInfectiousDiseases_0.1.0.tar.gz |
Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): not available, r-oldrel (x86_64): not available |
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