Glen McGee
Assistant Professor
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About
Glen McGee is an Assistant Professor at the University of Waterloo in Canada. His research focuses on statistical methodologies in health and environmental sciences, specifically through recent articles exploring topics like exposomic analyses, health impacts of cumulative exposure, and non-linear modeling techniques. He also examines developmental health issues and Bayesian model applications in environmental research.
Articles (10)
Marginal additive models for population‐averaged inference in longitudinal and cluster‐correlated data
We propose a novel marginal additive model (MAM) for modeling cluster‐correlated data with nonlinear population‐averaged associations. The proposed MAM is a unified framework for estimation and uncertainty quantification of a marginal mean model, combined with inference for between‐cluster variability and cluster‐specific prediction. We propose a fitting algorithm that enables efficient computation of standard errors and corrects for estimation of penalty terms. We demonstrate the proposed methods in simulations and in application to (a) a longitudinal study of beaver foraging behavior and (b) a spatial analysis of Loa loa infection in West Africa.
Year:
2023
Collaborators (1)
Alex Stringer
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