Title of article
An adaptive pruning algorithm for the discrete L-curve criterion
Author/Authors
Hansen، نويسنده , , Per Christian and Jensen، نويسنده , , Toke Koldborg and Rodriguez، نويسنده , , Giuseppe، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2007
Pages
10
From page
483
To page
492
Abstract
We describe a robust and adaptive implementation of the L-curve criterion. The algorithm locates the corner of a discrete L-curve which is a log–log plot of corresponding residual norms and solution norms of regularized solutions from a method with a discrete regularization parameter (such as truncated SVD or regularizing CG iterations). Our algorithm needs no predefined parameters, and in order to capture the global features of the curve in an adaptive fashion, we use a sequence of pruned L-curves that correspond to considering the curves at different scales. We compare our new algorithm to existing algorithms and demonstrate its robustness by numerical examples.
Keywords
Parameter-choice method , regularization , L-curve criterion , discrete ill-posed problems
Journal title
Journal of Computational and Applied Mathematics
Serial Year
2007
Journal title
Journal of Computational and Applied Mathematics
Record number
1553581
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