A Bayesian nonparametric approach to mediation and spillover effects with multiple mediators in cluster-randomized trials

Y Ohnishi, F Li - arxiv preprint arxiv:2411.03489, 2024 - arxiv.org
Cluster randomized trials (CRTs) with multiple unstructured mediators present significant
methodological challenges for causal inference due to within-cluster correlation …

Bayesian Nonparametric Dependent Mixtures for Causal Inference with Applications to Air Pollution Epidemiology

D Zorzetto - 2024 - research.unipd.it
Environmental epidemiology research raises intriguing and fascinating causal inference
questions, aiming to understand the comprehensive effects of environmental exposures on …

[책][B] Extensions of Dirichlet Process Mixture Models: Computations and Applications With Flexible Trajectories and Related Outcomes

N Burns - 2023 - search.proquest.com
Dirichlet process mixture (DPM) models have many applications, including density
estimation and clustering. The enriched Dirichlet process (EDP) mixture is an extension of …