Approximating Sets of Symmetric and Positive-Definite Matrices by Geodesics

Author:

Machado L.12,Leite F. Silva13

Affiliation:

1. Institute of Systems and Robotics, University of Coimbra, Pólo II, Pinhal de Marrocos, 3030-290 Coimbra, Portugal

2. Department of Mathematics, University of Trás-os-Montes and Alto Douro, Apartado 1013, 5001-801 Vila Real, Portugal

3. Department of Mathematics, University of Coimbra, Largo D. Dinis, 3001-454 Coimbra, Portugal

Abstract

We formulate a generalized version of the classical linear regression problem on Riemannian manifolds and derive the counterpart to the normal equations for the manifold of symmetric and positive definite matrices, equipped with the only metric that is invariant under the natural action of the general linear group.

Funder

Fundação para a Ciência e a Tecnologia

Publisher

Hindawi Limited

Subject

General Medicine

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Introduction;Regression and Fitting on Manifold-valued Data;2024

2. Geodesic regression on spheres from a numerical optimization viewpoint;International Journal of Computer Mathematics;2014-03-28

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