Horospherically Convex Optimization on Hadamard Manifolds Part I: Analysis and Algorithms

Christopher Criscitiello, Jungbin Kim

Geodesic convexity (g-convexity) is a natural generalization of convexity to Riemannian manifolds. However, g-convexity lacks many desirable properties satisfied by Euclidean conve…