Riemannian geometry of Grassmann manifolds with a view on algorithmic computation

P. A. Absil*, R. Mahony, R. Sepulchre

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    265 Citations (Scopus)

    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 ℝn. 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.

    Original languageEnglish
    Pages (from-to)199-220
    Number of pages22
    JournalActa Applicandae Mathematicae
    Volume80
    Issue number2
    DOIs
    Publication statusPublished - Jan 2004

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