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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 help interpret results.
| Version: |
1.0.0 |
| Depends: |
R (≥ 3.5.0) |
| Imports: |
Rcpp (≥ 1.0.4), dplyr, ggplot2, shiny, shinythemes, tidyr, mgcv |
| LinkingTo: |
Rcpp, RcppArmadillo, RcppEigen |
| Published: |
2024-05-31 |
| 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 |
Documentation:
Downloads:
Linking:
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https://CRAN.R-project.org/package=dlmtree
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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