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Towards a general convergence theory for inexact Newton Regularizations

Lechleiter, Armin; Rieder, Andreas ORCID iD icon

Abstract:

We develop a general convergence analysis for a class of inexact Newton-type regularizations for stably solving nonlinear ill-posed problems. Each of the methods under consideration consists of two components: the outer Newton iteration and an inner regularization scheme which, applied to the linearized system, provides the update. In this paper we give a novel and unified convergence analysis which is not confined to a specific inner regularization scheme but applies to a multitude of schemes including Landweber and steepest decent iterations, iterated Tikhonov method, and method of conjugate gradients.


Volltext §
DOI: 10.5445/IR/1000010482
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Wissenschaftliches Rechnen und Mathematische Modellbildung (IWRMM)
Publikationstyp Forschungsbericht/Preprint
Publikationsjahr 2009
Sprache Englisch
Identifikator urn:nbn:de:swb:90-104829
KITopen-ID: 1000010482
Verlag Universität Karlsruhe (TH)
Serie Preprint. Institut für Wissenschaftliches Rechnen und Mathematische Modellbildung, Universität Karlsruhe ; 2009,1
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