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