dlmtree-package

<img src="figures/logo.png?package=dlmtree&version=1.1.1" style="float: right" alt="logo" width="120">
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) tools:::Rd_expr_doi("10.1111/biom.13568"); treed distributed lag nonlinear models (Mork and Wilson, 2022) tools:::Rd_expr_doi("10.1093/biostatistics/kxaa051"); heterogeneous DLMs (Mork, et. al., 2024) tools:::Rd_expr_doi("10.1080/01621459.2023.2258595"); monotone DLMs (Mork and Wilson, 2024) tools:::Rd_expr_doi("10.1214/23-BA1412"). The package also includes visualization tools and a 'shiny' interface to check model convergence and to help interpret results.

internal

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.

Daniel Mork

dlmtree

Bayesian Treed Distributed Lag Models

Seongwon Im

Ander Wilson

dlmtree-package function

Maintainer: Daniel Mork <a href="/link/dmork%40hsph.harvard.edu?package=dlmtree&version=1.1.1" data-mini-rdoc="dlmtree::dmork@hsph.harvard.edu">dmork@hsph.harvard.edu</a> (<a href="https://orcid.org/0000-0002-7924-0706">ORCID</a>) [copyright holder]
Authors:<ul>
<li>Seongwon Im <a href="/link/Seongwon.Im%40colostate.edu?package=dlmtree&version=1.1.1" data-mini-rdoc="dlmtree::Seongwon.Im@colostate.edu">Seongwon.Im@colostate.edu</a> (<a href="https://orcid.org/0009-0000-8447-5852">ORCID</a>)</li>
<li>Ander Wilson <a href="/link/Ander.Wilson%40colostate.edu?package=dlmtree&version=1.1.1" data-mini-rdoc="dlmtree::Ander.Wilson@colostate.edu">Ander.Wilson@colostate.edu</a> (<a href="https://orcid.org/0000-0003-4774-3883">ORCID</a>)</li>
</ul>

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
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) tools:::Rd_expr_doi("10.1111/biom.13568"); treed distributed lag nonlinear models (Mork and Wilson, 2022) tools:::Rd_expr_doi("10.1093/biostatistics/kxaa051"); heterogeneous DLMs (Mork, et. al., 2024) tools:::Rd_expr_doi("10.1080/01621459.2023.2258595"); monotone DLMs (Mork and Wilson, 2024) tools:::Rd_expr_doi("10.1214/23-BA1412"). The package also includes visualization tools and a 'shiny' interface to check model convergence and to help interpret results.

dlmtree: Bayesian Treed Distributed Lag Models — dlmtree-package

Maintainer: Daniel Mork <a href='mailto:dmork@hsph.harvard.edu'>dmork@hsph.harvard.edu</a> (<a href='https://orcid.org/0000-0002-7924-0706'>ORCID</a>) [copyright holder]
Authors:<ul>
<li>Seongwon Im <a href='mailto:Seongwon.Im@colostate.edu'>Seongwon.Im@colostate.edu</a> (<a href='https://orcid.org/0009-0000-8447-5852'>ORCID</a>)</li>
<li>Ander Wilson <a href='mailto:Ander.Wilson@colostate.edu'>Ander.Wilson@colostate.edu</a> (<a href='https://orcid.org/0000-0003-4774-3883'>ORCID</a>)</li>
</ul>

dlmtree-package: dlmtree: Bayesian Treed Distributed Lag Models

Description

Arguments

Author

See Also