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QUOTIENT GEOMETRY WITH SIMPLE GEODESICS FOR THE MANIFOLD OF FIXED-RANK POSITIVE-SEMIDEFINITE MATRICES.

Authors :
MASSART, ESTELLE
ABSIL, P.-A.
Source :
SIAM Journal on Matrix Analysis & Applications. 2020, Vol. 41 Issue 1, p171-198. 28p.
Publication Year :
2020

Abstract

This paper explores the well-known identification of the manifold of rank p positivesemidefinite matrices of size n with the quotient of the set of full-rank n-by-p matrices by the orthogonal group in dimension p. The induced metric corresponds to the Wasserstein metric between centered degenerate Gaussian distributions and is a generalization of the Bures--Wasserstein metric on the manifold of positive-definite matrices. We compute the Riemannian logarithm and show that the local injectivity radius at any matrix C is the square root of the pth largest eigenvalue of C. As a result, the global injectivity radius on this manifold is zero. Finally, this paper also contains a detailed description of this geometry, recovering previously known expressions by applying the standard machinery of Riemannian submersions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08954798
Volume :
41
Issue :
1
Database :
Academic Search Index
Journal :
SIAM Journal on Matrix Analysis & Applications
Publication Type :
Academic Journal
Accession number :
144681133
Full Text :
https://doi.org/10.1137/18M1231389