Bergou, El Houcine and Gratton, Serge and Tshimanga Ilunga, Jean
The exact condition number of the truncated singular value solution of a linear ill-posed problem.
(2014)
SIAM Journal on Mathematical Analysis, 35 (3). 1073-1085. ISSN 0036-1410
|
(Document in English)
PDF (Author's version) - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader 242kB |
Official URL: https://doi.org/10.1137/120869286
Abstract
The main result of this paper is the formulation of an explicit expression for the condition number of the truncated least squares solution of $Ax=b$. This expression is given in terms of the singular values of $A$ and the Fourier coefficients of $b$. The result is derived using the notion of the Fréchet derivative together with the product norm on the data $[A,b]$ and the 2-norm on the solution. Numerical experiments are given to confirm our results by comparing them to those obtained by means of a finite difference approach.
Item Type: | Article |
---|---|
Additional Information: | https://epubs.siam.org/doi/abs/10.1137/120869286 |
HAL Id: | hal-02147972 |
Audience (journal): | International peer-reviewed journal |
Uncontrolled Keywords: | |
Institution: | French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE) Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE) Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE) Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE) Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE) Other partners > Centre Européen de Recherche et Formation Avancées en Calcul Scientifique - CERFACS (FRANCE) |
Laboratory name: | |
Funders: | Fondation Sciences et Technologies pour l’Aéoro-nautique et l ’Espace (STAE), Toulouse, France - Réseau Thématique de Recherche Avancée (RTRA) |
Statistics: | download |
Deposited On: | 09 May 2019 15:03 |
Repository Staff Only: item control page