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Epidemiologists are often interested in estimating the effect of functions of time‐varying exposure histories in relation to continuous outcomes, for example, cognitive function. However, the individual exposure measurements that constitute the history upon which an exposure history function is constructed are usually mismeasured. To obtain unbiased estimates of the effects for mismeasured functions...
The brain functional connectome, the collection of interconnected neural circuits along functional networks, facilitates a cutting‐edge understanding of brain functioning, and has a potential to play a mediating role within the effect pathway between an exposure and an outcome. While existing mediation analytic approaches are capable of providing insight into complex processes, they mainly focus on...
Detecting sharp differences, or boundaries, in areal data can uncover important biological, physical and/or social differences between spatial regions. We introduce a new discrete areal data kernel function for use in the kernel stick‐breaking process framework that is shown to yield improved (i) detection of spatial boundaries, (ii) estimation of regression parameters and (iii) model fit through...
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