We propose a general proximal algorithm for the inversion of ill-conditioned matrices. This algorithm is based on a variational characterization of pseudo-inverses. We show that a particular instance of it (with constant regularization parameter) belongs to the class of fixed point methods. Convergence of the algorithm is also discussed.
Nous proposons un algorithme proximal général pour l'inversion de matrices mal-conditionnées. Cet algorithme est basé sur une caractérisation variationnelle des pseudo-inverses. Nous montrons qu'un cas particulier (avec paramètre de régularisation constant) appartient à la classe des méthodes de point fixe. La convergence de l'algorithme est aussi considérée et discutée.
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Pierre Maréchal 1; Aude Rondepierre 2
@article{CRMATH_2009__347_23-24_1435_0, author = {Pierre Mar\'echal and Aude Rondepierre}, title = {A proximal approach to the inversion of ill-conditioned matrices}, journal = {Comptes Rendus. Math\'ematique}, pages = {1435--1438}, publisher = {Elsevier}, volume = {347}, number = {23-24}, year = {2009}, doi = {10.1016/j.crma.2009.09.026}, language = {en}, }
TY - JOUR AU - Pierre Maréchal AU - Aude Rondepierre TI - A proximal approach to the inversion of ill-conditioned matrices JO - Comptes Rendus. Mathématique PY - 2009 SP - 1435 EP - 1438 VL - 347 IS - 23-24 PB - Elsevier DO - 10.1016/j.crma.2009.09.026 LA - en ID - CRMATH_2009__347_23-24_1435_0 ER -
Pierre Maréchal; Aude Rondepierre. A proximal approach to the inversion of ill-conditioned matrices. Comptes Rendus. Mathématique, Volume 347 (2009) no. 23-24, pp. 1435-1438. doi : 10.1016/j.crma.2009.09.026. https://comptes-rendus.academie-sciences.fr/mathematique/articles/10.1016/j.crma.2009.09.026/
[1] Analyse Numérique Matricielle, Collection Sciences Sup, Dunod, 2008
[2] Introduction to Numerical Linear Algebra and Optimisation, Cambridge Texts in Applied Mathematics, University Press, Cambridge, 1989
[3] Convergence of some algorithms for convex minimization, Math. Programming, Volume 62 (1993), pp. 161-275
[4] Asymptotic convergence analysis of the proximal point algorithm, SIAM Journal on Control and Optimization, Volume 22 (1984) no. 2, pp. 277-293
[5] B. Martinet, Régularisation d'inéquations variationelles par approximations successives, Revue Française d'Informatique et de Recherche Opérationelle, 1970, pp. 154–159
[6] Monotone operators and the proximal point algorithm, SIAM Journal on Control and Optimization, Volume 14 (1976) no. 5, pp. 877-898
[7] G. Vige, Proximal-point algorithm for minimizing quadratic functions, INRIA Research Report RR-2610, 1995
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