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LatentBMA

Bayesian Model Averaging for Univariate Link Latent Gaussian Models

v0.1.2 · Apr 8, 2025 · MIT + file LICENSE

Description

Bayesian model averaging (BMA) algorithms for univariate link latent Gaussian models (ULLGMs). For detailed information, refer to Steel M.F.J. & Zens G. (2024) "Model Uncertainty in Latent Gaussian Models with Univariate Link Function" <doi:10.48550/arXiv.2406.17318>. The package supports various g-priors and a beta-binomial prior on the model space. It also includes auxiliary functions for visualizing and tabulating BMA results. Currently, it offers an out-of-the-box solution for model averaging of Poisson log-normal (PLN) and binomial logistic-normal (BiL) models. The codebase is designed to be easily extendable to other likelihoods, priors, and link functions.

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies ggplot2 knitr mnormt progress reshape2 LatentBMA

Version History

new 0.1.2 Mar 10, 2026
updated 0.1.2 ← 0.1.1 diff Apr 7, 2025
updated 0.1.1 ← 0.1.0 diff Jun 30, 2024
new 0.1.0 Jun 26, 2024