dlmtree: Bayesian Treed Distributed Lag Models
Estimation of distributed lag models (DLMs) based on a Bayesian additive regression trees framework. Includes several extensions of DLMs: treed DLMs and distributed lag mixture models (Mork and Wilson, 2023) <doi:10.1111/biom.13568>; treed distributed lag nonlinear models (Mork and Wilson, 2022) <doi:10.1093/biostatistics/kxaa051>; heterogeneous DLMs (Mork, et. al., 2024) <doi:10.1080/01621459.2023.2258595>; monotone DLMs (Mork and Wilson, 2024) <doi:10.1214/23-BA1412>. The package also includes visualization tools and a 'shiny' interface to check model convergence and to help interpret results.
| Version: | 1.1.0 |
| Depends: | R (≥ 3.5.0) |
| Imports: | Rcpp (≥ 1.0.4),dplyr,ggplot2,shiny,shinythemes,tidyr,mgcv,ggridges,coda |
| LinkingTo: | Rcpp,RcppArmadillo,RcppEigen |
| Published: | 2025-04-25 |
| DOI: | 10.32614/CRAN.package.dlmtree |
| Author: | Daniel Mork [aut, cre, cph], Seongwon Im [aut], Ander Wilson [aut] |
| Maintainer: | Daniel Mork <dmork at hsph.harvard.edu> |
| BugReports: | https://github.com/danielmork/dlmtree/issues |
| License: | GPL (≥ 3) |
| URL: | https://github.com/danielmork/dlmtree,https://danielmork.github.io/dlmtree/ |
| NeedsCompilation: | yes |
| SystemRequirements: | C++11 |
| Materials: | README,NEWS |
| In views: | TimeSeries |
| CRAN checks: | dlmtree results |
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