Riemannian geometry of Grassmann manifolds with a view on algorithmic computation

被引:243
|
作者
Absil, PA [1 ]
Mahony, R
Sepulchre, R
机构
[1] Florida State Univ, Sch Computat Sci & Informat Technol, Tallahassee, FL 32306 USA
[2] Australian Natl Univ, Dept Engn, Canberra, ACT 0200, Australia
[3] Univ Liege, Dept Elect Engn & Comp Sci, B-4000 Liege, Belgium
关键词
D O I
10.1023/B:ACAP.0000013855.14971.91
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We give simple formulas for the canonical metric, gradient, Lie derivative, Riemannian connection, parallel translation, geodesics and distance on the Grassmann manifold of p-planes in R-n. In these formulas, p-planes are represented as the column space of n x p matrices. The Newton method on abstract Riemannian manifolds proposed by Smith is made explicit on the Grassmann manifold. Two applications - computing an invariant subspace of a matrix and the mean of subspaces - are worked out.
引用
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页码:199 / 220
页数:22
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