Regression on fixed-rank positive semidefinite matrices: a Riemannian approach

Gilles Meyer, Silvere Bonnabel, Rodolphe Sepulchre

The paper addresses the problem of learning a regression model parameterized by a fixed-rank positive semidefinite matrix. The focus is on the nonlinear nature of the search space…