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Joint modelling of paired sparse functional data using principal components

Joint modelling of paired sparse functional data using principal components

We propose a modelling framework to study the relationship between two paired longitudinally observed variables. The data for each variable are viewed as smooth curves measured at discrete time-points plus random errors. While the curves for each variable are summarized using a few important principal components, the association of the …