Volume 80, Number 2, 199-220, DOI: 10.1023/B:ACAP.0000013855.14971.91

Riemannian Geometry of Grassmann Manifolds with a View on Algorithmic Computation

P.-A. Absil, R. Mahony and R. Sepulchre

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Abstract

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×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.

Grassmann manifold - noncompact Stiefel manifold - principal fiber bundle - Levi-Civita connection - parallel transportation - geodesic - Newton method - invariant subspace - mean of subspaces

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