Generalized Hunter-Saxton Equations, Optimal Information Transport, and Factorization of Diffeomorphisms

被引:23
|
作者
Modin, Klas [1 ,2 ]
机构
[1] Univ Toronto, Dept Math, Toronto, ON M5S 2E4, Canada
[2] Chalmers Univ Technol, Math Sci, S-41296 Gothenburg, Sweden
基金
瑞典研究理事会;
关键词
Euler-Arnold equations; Euler-Poincare equations; Descending metrics; Riemannian submersion; Diffeomorphism groups; Fisher information metric; Fisher-Rao metric; Entropy differential metric; Geometric statistics; Hunter-Saxton equation; Information geometry; Optimal transport; Polar factorization; QR factorization; Cholesky factorization; Calabi metric; POLAR FACTORIZATION; FISHER INFORMATION; GEOMETRY;
D O I
10.1007/s12220-014-9469-2
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We study geodesic equations for a family of right-invariant Riemannian metrics on the group of diffeomorphisms of a compact manifold. The metrics descend to Fisher's information metric on the space of smooth probability densities. The right reduced geodesic equations are higher-dimensional generalizations of the mu-Hunter-Saxton equation, used to model liquid crystals under the influence of magnetic fields. Local existence and uniqueness results are established by proving smoothness of the geodesic spray. The descending property of the metrics is used to obtain a novel factorization of diffeomorphisms. Analogous to the polar factorization in optimal mass transport, this factorization solves an optimal information transport problem. It can be seen as an infinite-dimensional version of QR factorization of matrices.
引用
收藏
页码:1306 / 1334
页数:29
相关论文
共 11 条