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Title: Advancing Marginal Likelihoods for Longitudinal Data Analysis Field of Study: Statistics This dissertation proposes a novel Bayesian method that decomposes the marginal likelihood into two distinct components, enabling better assessment of covariance structures conditional on the mean structure in repeated measures data.