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
Link To Document :
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