2010
DOI: 10.1515/jiip.2010.004
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On convergence of regularized modified Newton's method for nonlinear ill-posed problems

Abstract: In this paper we consider regularized modified Newton's method for approximately solving the nonlinear ill-posed problem F(x) = y, where the right hand side is replaced by noisy data yδ ∈ Y with ‖y – yδ ‖ ≤ δ and F : D(F) ⊂ X → Y is a nonlinear operator between Hilbert spaces X and Y. Under the assumption that Fréchet derivative F′ of F is Lipschitz continuous, a choice of the regularization parameter and a stopping rule based on a majorizing sequence are presented. We prov… Show more

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Cited by 29 publications
(19 citation statements)
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“…Any of such functions is called admissible for̂and it can be used as a measure for the convergence of →̂(see [19]). The main result of this section is the following theorem, proof of which is analogous to the proof of Theorem 4.4 in [13]. …”
Section: Balancing Principlementioning
confidence: 87%
See 1 more Smart Citation
“…Any of such functions is called admissible for̂and it can be used as a measure for the convergence of →̂(see [19]). The main result of this section is the following theorem, proof of which is analogous to the proof of Theorem 4.4 in [13]. …”
Section: Balancing Principlementioning
confidence: 87%
“…In the last few years many authors considered iterative methods, for example, Landweber method [7,8], LevenbergMarquardt method [9], Gauss-Newton [10,11], Conjugate Gradient [12], Newton-like methods [13,14], and TIGRA (Tikhonov gradient method) [6]. For Landweber's and TIGRA method, one has to evaluate the operator and the adjoint of the Fréchet derivative of .…”
Section: Introductionmentioning
confidence: 99%
“…This method is a simplified version of iteratively regularized Gauss-Newton method (IRGNM), which falls within the class of regularized Gauss-Newton method, and studied recently in details by Mahale & Nair (Mahale and Nair, 2009), Jin (Jin, 2010), and George (George, 2010).…”
Section: Numerical Implementation (Discrete Approximation)mentioning
confidence: 99%
“…is the Fréchet derivative of F at q 0 , and α k is regularization parameter, see Jin [3] and George [1]. Introduce the space T M of trigonometric polynomials of degree ≤ M, and solve the following minimization problem Numerical Test Case.…”
Section: Numerical Implementationmentioning
confidence: 99%