Covariance and Principal Component Analysis on Riemannian Manifolds and Graphs

Luiz Hartmann, Wenwen Li, Washington Mio

We develop notions of covariance and principal component analysis (PCA) for probability measures on Riemannian manifolds of bounded geometry and a discrete counterpart for distribu…