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
Link To Document