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Parameter choice by discrepancy principles for ill-posed problems leading to optimal convergence rates
Authors:S. George  M. T. Nair
Affiliation:(1) Department of Mathematics, Goa University, Goa, India
Abstract:
Schock (Ref. 1) considered a general a posteriori parameter choice strategy for the Tikhonov regularization of the ill-posed operator equationTx=y which provides nearly the optimal rate of convergence if the minimal-norm least-squares solution
$$hat x$$
belongs to the range of the operator (T*T)v, o<vle1. Recently, Nair (Ref. 2) improved the result of Schock and also provided the optimal rate ifv=1. In this note, we further improve the result and show in particular that the optimal rate can be achieved for 1/2levle1.The final version of this work was written while M. T. Nair was a Visiting Fellow at the Centre for Mathematics and Its Applications, Australian National University, Canberra, Australia. The work of S. George was supported by a Senior Research Fellowship from CSIR, India.
Keywords:Ill-posed operator equations  Tikhonov regularization  minimal-norm least-squares solution  parameter choice strategy  discrepancy principle  Morozov's method  Arcangeli's method  optimal rate
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