Two-sided Grassmann-Rayleigh quotient iteration

preprint2008arXivOpen access

Abstract

The two-sided Rayleigh quotient iteration proposed by Ostrowski computes a pair of corresponding left-right eigenvectors of a matrix CC. We propose a Grassmannian version of this iteration, i.e., its iterates are pairs of pp-dimensional subspaces instead of one-dimensional subspaces in the classical case. The new iteration generically converges locally cubically to the pairs of left-right pp-dimensional invariant subspaces of CC. Moreover, Grassmannian versions of the Rayleigh quotient iteration are given for the generalized Hermitian eigenproblem, the Hamiltonian eigenproblem and the skew-Hamiltonian eigenproblem.

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