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On a regularization technique for Kovarik-like approximate orthogonalization algorithms - MaRDI portal

On a regularization technique for Kovarik-like approximate orthogonalization algorithms (Q2919609)

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scientific article; zbMATH DE number 6090228
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On a regularization technique for Kovarik-like approximate orthogonalization algorithms
scientific article; zbMATH DE number 6090228

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    4 October 2012
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    Kovarik-like algorithms
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    approximate orthogonalization
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    formula for optimal number of iterations
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    minimal norm solution
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    symmetric least squares problems
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    On a regularization technique for Kovarik-like approximate orthogonalization algorithms (English)
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    This paper deals with four versions of Kovarik-like iterative orthogonalization algorithms for approximating the minimal norm solution of symmetric least squares problems. The authors previously observed in practical applications the so-called ``divergent behaviour'' of these algorithms, that is, a too big number of iterations can deteriorate dramatically the computed solution. In the present paper, the authors establish an almost optimal formula for the number of iterations necessary to obtain a sufficiently accurate approximation as well as to avoid the above mentioned troubles.
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