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Best Approximation in Riemannian Geodesic Submanifolds of Positive Definite Matrices

Published online by Cambridge University Press:  20 November 2018

Yongdo Lim*
Affiliation:
Department of Mathematics, Kyungpook National University, Taegu 702-701, Korea e-mail: ylim@knu.ac.kr
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Abstract

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We explicitly describe the best approximation in geodesic submanifolds of positive definite matrices obtained from involutive congruence transformations on the Cartan-Hadamard manifold $\text{Sym(}n\text{,}\,\mathbb{R}{{\text{)}}^{++}}$ of positive definite matrices. An explicit calculation for the minimal distance function from the geodesic submanifold $\text{Sym(}p\text{,}\,\mathbb{R}{{\text{)}}^{++}}\,\times \,\text{Sym(}q\text{,}\,\mathbb{R}{{\text{)}}^{++}}$ block diagonally embedded in $\text{Sym(}n\text{,}\,\mathbb{R}{{\text{)}}^{++}}$ is given in terms of metric and spectral geometric means, Cayley transform, and Schur complements of positive definite matrices when $p\,\le \,2$ or $q\,\le \,2$.

Type
Research Article
Copyright
Copyright © Canadian Mathematical Society 2004

References

[1] Ballmann, W., Lectures on spaces of nonpositive curvature. Birkhäuser, Berlin, 1995.Google Scholar
[2] Borwein, J. M. and Lewis, A. S., Convex analysis and nonlinear optimization. CMS Books in Mathematics, Springer-Verlag, New York, 2000.Google Scholar
[3] Fiedler, M. and Pt ák, V., A new positive definite geometric mean of two positive definite matrices. Linear Algebra Appl, 251(1997), 120.Google Scholar
[4] Horn, R. and Johnson, C., Matrix analysis. Cambridge University Press, Cambridge, 1985.Google Scholar
[5] Kubo, F. and Ando, T., Means of positive linear operators. Math. Ann. 246(1980), 205224.Google Scholar
[6] Lang, S., Fundamentals of differential geometry. Graduate Texts in Mathematics 191, Springer-Verlag, New York, 1999.Google Scholar
[7] Lawson, J. D. and Lim, Y., The geometric mean, matrices, metrics, and more. Amer.Math. Monthly 108(2001), 797812.Google Scholar
[8] Lewis, A. S., Group invariance and convex matrix analysis. SIAM J. Matrix Anal. Appl 17(1996), 927949.Google Scholar
[9] Lewis, A. S., Nonsmooth analysis of eigenvalues. Math. Program. 84(1999), 124.Google Scholar
[10] Ohara, A., Suda, N. and Amari, S., Dualistic differential geometry of positive definite matrices and its applications to related problems. Linear Algebra Appl. 247(1996), 3153.Google Scholar
[11] Ohara, A., Information geometric analysis of an interior-point method for semidefinite programming. Proceedings of Geometry in Present Day Science. World Scientific, 1999, pp. 4974.Google Scholar