dlmtree-package {dlmtree}R Documentation

dlmtree: Bayesian Treed Distributed Lag Models

Description

logo

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.

Author(s)

Maintainer: Daniel Mork dmork@hsph.harvard.edu (ORCID) [copyright holder]

Authors:

See Also

Useful links:


[Package dlmtree version 1.1.0 Index]