Functional data analysis on nonlinear manifolds has drawn recent interest. Sphere-valued functional data, which are encountered, for example, as movement trajectories on the surface of the earth are ...

The use of principal component methods to analyze functional data is appropriate in a wide range of different settings. In studies of "functional data analysis," it has often been assumed that a ...