PCA is an important tool for dimensionality reduction in data science and to compute grasp poses for robotic manipulation from point cloud data. PCA can also directly used within a larger machine ...
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 ...
Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 67, No. 2 (FEBRUARY 2018), pp. 453-480 (28 pages) Environmental epidemiological studies of the health effects of air ...