dlmtree.control.family

Family control settings for dlmtree model fitting

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.control.family function

<dl><dt>binomial.size</dt>
<dd>integer type scalar (if all equal, default: 1) or vector defining binomial size for 'logit' family.</dd>
<dt>formula.zi</dt>
<dd>(only applies to family = 'zinb') object of class formula, a symbolic description of the fixed effect of
zero-inflated (ZI) model to be fitted, e.g. y ~ a + b. This only applies to ZINB where covariates for
ZI model are different from NB model. This is set to the argument 'formula' by default.</dd></dl>

Arguments

Family control settings for dlmtree model fitting — dlmtree.control.family

<dl>

<dt>binomial.size</dt>
<dd>integer type scalar (if all equal, default: 1) or vector defining binomial size for 'logit' family.</dd>


<dt>formula.zi</dt>
<dd>(only applies to family = 'zinb') object of class formula, a symbolic description of the fixed effect of
zero-inflated (ZI) model to be fitted, e.g. y ~ a + b. This only applies to ZINB where covariates for
ZI model are different from NB model. This is set to the argument 'formula' by default.</dd>

</dl>

dlmtree.control.family: Family control settings for dlmtree model fitting

Description

Usage

Value

Arguments