3 papers
stat.ME2025
Translating predictive distributions into informative priors
Andrew A. Manderson, Robert J. B. Goudie
When complex Bayesian models exhibit implausible behaviour, one solution is to assemble available information into an informative prior. Challenges arise as prior information is of…
stat.ME2024
A General Framework for Cutting Feedback within Modularised Bayesian Inference
Yang Liu, Robert J. B. Goudie
Standard Bayesian inference can build models that combine information from various sources, but this inference may not be reliable if components of a model are misspecified. Cut in…
stat.AP2024
Dynamic Factor Analysis with Dependent Gaussian Processes for High-Dimensional Gene Expression Trajectories
Jiachen Cai, Robert J. B. Goudie, Colin Starr +1
The increasing availability of high-dimensional, longitudinal measures of gene expression can facilitate understanding of biological mechanisms, as required for precision medicine.…