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Functional models for longitudinal data with covariate dependent smoothness

Functional models for longitudinal data with covariate dependent smoothness

This paper considers functional models for longitudinal data with subject and group specific trends modelled using Gaussian processes. Fitting Gaussian process regression models is a computationally challenging task, and various sparse approximations to Gaussian processes have been considered in the literature to ease the computational burden. This manuscript builds on …