On selecting a maximum volume sub-matrix of a matrix and related problems (Q1034598)
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scientific article; zbMATH DE number 5626951
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | On selecting a maximum volume sub-matrix of a matrix and related problems |
scientific article; zbMATH DE number 5626951 |
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On selecting a maximum volume sub-matrix of a matrix and related problems (English)
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6 November 2009
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Given a real \(m\times n\) matrix, the authors consider the problem of selecting a subset of its columns such that its elements are as linearly independent as possible. The notion is important in low-rank approximations of matrices and rank revealing QR factorizations which have been investigated in the linear algebra community and can be quantified in a few different ways. In the present paper, from a complexity theoretic point of view, the authors propose four related problems. They establish the NP-hardness of these problems and they further show that they do not admit PTAS.
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subset selection
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condition number
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maximum volume sub-matrix
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complexity
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low-rank approximations
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QR factorizations
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NP-hardness
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0.91351485
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0.8845377
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0.87674665
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0.86400473
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0.86108994
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