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Asymptotic L-based comparison of Tikhonov regularization and Landweber iteration
Authors:G A Latham
Institution:

Communications Division Defence Science and Technology Organization P.O. Box 1500, Salisbury, SA 5108, Australia

Abstract:The distance between the Tikhonov and Landweber regularized solutions of a linear inverse problem is partly controlled by the L-norm of the difference in their corresponding singular value filters. For large Landweber iteration number, the regularization parameter of the closest Tikhonov filter to a given Landweber filter is determined. This asymptotically computed parameter compares well with the numerically computed value even for moderate sized iteration number. A consequence of the analysis is to determine the range of singular values to which the difference in regularized solutions is most sensitive.
Keywords:Tikhonov regularization  Landweber iteration  Singular value decomposition
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