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Angles between Subspaces and their Tangents

  • Peizhen Zhu
  • , Andrew V. Knyazev

Research output: Contribution to journalArticlepeer-review

Abstract

Principal angles between subspaces (PABS) (also called canonical angles) serve as a classical tool in mathematics, statistics, and applications, e.g., data mining. Traditionally, PABS are introduced via their cosines. The cosines and sines of PABS are commonly defined using the singular value decomposition. We utilize the same idea for the tangents, i.e., explicitly construct matrices, such that their singular values are equal to the tangents of PABS, using several approaches: orthonormal and non-orthonormal bases for subspaces, as well as projectors. Such a construction has applications, e.g., in analysis of convergence of subspace iterations for eigenvalue problems.

Original languageAmerican English
JournalJournal of Numerical Mathematics
Volume21
DOIs
StatePublished - Dec 1 2013

Keywords

  • Canonical angles
  • Computational methods
  • Eigenvalue problem
  • Eigenvalues and eigenfunctions
  • Mathematical techniques
  • Orthonormal
  • Principal angles
  • Projector
  • Singular values
  • Subspace iterations

Disciplines

  • Computer Sciences

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