• DocumentCode
    1520658
  • Title

    Algebraic Derivation of Elfving Theorem on Optimal Experiment Design and Some Connections With Sparse Estimation

  • Author

    Stoica, Petre ; Babu, Prabhu

  • Author_Institution
    Dept. of Inf. Technol., Uppsala Univ., Uppsala, Sweden
  • Volume
    17
  • Issue
    8
  • fYear
    2010
  • Firstpage
    743
  • Lastpage
    745
  • Abstract
    Elfving theorem is a fundamental result in the area of optimal experiment design, and yet its available proofs require a number of somewhat indirect geometrical arguments that might detract a potential user from its full understanding and exploitation. In this letter, we provide a direct algebraic proof of this theorem. Furthermore, we make some connections with the ℓ1- norm minimization approach commonly used for sparse estimation, which suggest importation of algorithms and results from the latter area into that of optimal experiment design.
  • Keywords
    geometric programming; regression analysis; sparse matrices; ℓ1-norm minimization approach; Elfving theorem; algebraic derivation; direct algebraic proof; geometrical arguments; optimal experiment design; sparse estimation; Elfving theorem; optimal experiment design; sparse parameter estimation;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2010.2053533
  • Filename
    5491077