In geometric data analysis and statistical shape analysis, principal geodesic analysis is a generalization of principal component analysis to a non-Euclidean, non-linear setting of manifolds suitable for use with shape descriptors such as medial representations.
References Principal Geodesic Analysis for the Study of Nonlinear Statistics of Shape Probabilistic Principal Geodesic Analysis Kernel Principal Geodesic Analysis Mixture Probabilistic Principal Geodesic Analysis