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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.
Getting started
Browse package contents
Package details |
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| Author | Daniel Mork [aut, cre, cph] (<https://orcid.org/0000-0002-7924-0706>), Seongwon Im [aut] (<https://orcid.org/0009-0000-8447-5852>), Ander Wilson [aut] (<https://orcid.org/0000-0003-4774-3883>) |
| Maintainer | Daniel Mork <dmork@hsph.harvard.edu> |
| License | GPL (>= 3) |
| Version | 1.0.0 |
| URL | https://github.com/danielmork/dlmtree https://danielmork.github.io/dlmtree/ |
| Package repository | View on CRAN |
| Installation |
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