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Simulation of the random evolution of heterogeneous populations using stochastic Individual-Based Models (IBMs) <doi:10.48550/arXiv.2303.06183>. The package enables users to simulate population evolution, in which individuals are characterized by their age and some characteristics, and the population is modified by different types of events, including births/arrivals, death/exit events, or changes of characteristics. The frequency at which an event can occur to an individual can depend on their age and characteristics, but also on the characteristics of other individuals (interactions). Such models have a wide range of applications. For instance, IBMs can be used for simulating the evolution of a heterogeneous insurance portfolio with selection or for validating mortality forecasts. This package overcomes the limitations of time-consuming IBMs simulations by implementing new efficient algorithms based on thinning methods, which are compiled using the 'Rcpp' package while providing a user-friendly interface.
| Version: | 1.1.0 |
| Depends: | R (≥ 3.5.0) |
| Imports: | Rcpp (≥ 0.12), checkmate, stats, readr, rlang, dplyr (≥ 0.8.0), ggplot2 |
| LinkingTo: | Rcpp |
| Suggests: | RcppArmadillo, knitr, rmarkdown, bookdown, ggfortify, magick, colorspace, gganimate, gridExtra |
| Published: | 2024-10-15 |
| DOI: | 10.32614/CRAN.package.IBMPopSim |
| Author: | Daphné Giorgi [aut, cre], Sarah Kaakai [aut], Vincent Lemaire [aut] |
| Maintainer: | Daphné Giorgi <daphne.giorgi at sorbonne-universite.fr> |
| BugReports: | https://github.com/DaphneGiorgi/IBMPopSim/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/DaphneGiorgi/IBMPopSim, https://DaphneGiorgi.github.io/IBMPopSim/ |
| NeedsCompilation: | yes |
| Materials: | README NEWS |
| In views: | ActuarialScience |
| CRAN checks: | IBMPopSim results |
| Reference manual: | IBMPopSim.pdf |
| Vignettes: |
IBMPopSim package description (source, R code) IBMPopSim C++ essentials (source, R code) Human population (source, R code) Human population with swap (source, R code) Insurance portfolio (source, R code) Population with genetically variable traits (source, R code) |
| Package source: | IBMPopSim_1.1.0.tar.gz |
| Windows binaries: | r-devel: IBMPopSim_1.1.0.zip, r-release: IBMPopSim_1.1.0.zip, r-oldrel: IBMPopSim_1.1.0.zip |
| macOS binaries: | r-release (arm64): IBMPopSim_1.1.0.tgz, r-oldrel (arm64): IBMPopSim_1.1.0.tgz, r-release (x86_64): IBMPopSim_1.1.0.tgz, r-oldrel (x86_64): IBMPopSim_1.1.0.tgz |
| Old sources: | IBMPopSim archive |
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These binaries (installable software) and packages are in development.
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