Sparsity and spectral properties of dual frames

Felix Krahmer, Gitta Kutyniok, Jakob Lemvig

Research output: Contribution to journalArticlepeer-review

14 Scopus citations

Abstract

We study sparsity and spectral properties of dual frames of a given finite frame. We show that any finite frame has a dual with no more than n2 non-vanishing entries, where n denotes the ambient dimension, and that for most frames no sparser dual is possible. Moreover, we derive an expression for the exact sparsity level of the sparsest dual for any given finite frame using a generalized notion of spark. We then study the spectral properties of dual frames in terms of singular values of the synthesis operator. We provide a complete characterization for which spectral patterns of dual frames are possible for a fixed frame. For many cases, we provide simple explicit constructions for dual frames with a given spectrum, in particular, if the constraint on the dual is that it be tight.

Original languageEnglish
Pages (from-to)982-998
Number of pages17
JournalLinear Algebra and Its Applications
Volume439
Issue number4
DOIs
StatePublished - 2013
Externally publishedYes

Keywords

  • Dual frames
  • Frame theory
  • Singular values
  • Sparse duals
  • Sparsity
  • Spectrum
  • Tight frames

Fingerprint

Dive into the research topics of 'Sparsity and spectral properties of dual frames'. Together they form a unique fingerprint.

Cite this