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stat.ME2024
Random Effects Misspecification and its Consequences for Prediction in Generalized Linear Mixed Models
Quan Vu, Francis K. C. Hui, Samuel Muller +1
When fitting generalized linear mixed models (GLMMs), one important decision to make relates to the choice of the random effects distribution. As the random effects are unobserved,…
stat.ME2024
Joint Mean and Correlation Regression Models for Multivariate Data
Zhi Yang Tho, Francis K. C. Hui, Tao Zou
We propose a joint mean and correlation regression model for multivariate discrete and (semi-)continuous response data, that simultaneously regresses the mean of each response agai…
stat.ME2024
An Ising Similarity Regression Model for Modeling Multivariate Binary Data
Zhi Yang Tho, Francis K. C. Hui, Tao Zou
Understanding the dependence structure between response variables is an important component in the analysis of correlated multivariate data. This article focuses on modeling depend…