Generalized scalings satisfying linear equations (Q1123948)
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scientific article; zbMATH DE number 4110842
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Generalized scalings satisfying linear equations |
scientific article; zbMATH DE number 4110842 |
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Generalized scalings satisfying linear equations (English)
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1989
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We unify and generalize a broad class of problems referred in the literature as ``scaling problems'', by extending the applicability of a formulation suggested recently by \textit{R. Bapat} and \textit{T. E. S. Raghavan} ibid. 114/115; 705-715 (1989; Zbl 0661.15005)]. Specifically, let \(a\in R^ n\), \(b\in R^ m\), and \(C\in R^{m\times n}\) be given, where a is strictly positive. A C-scaling of the vector a is defined to be a vector \(a'\in R^ n\) with \(a_ i'=a_ i\prod^{m}_{k=1}u_ k^{C_{kj}}\) for some strictly positive vector \(u\in R^ m\). The problem of finding a C-scaling of the vector a which satisfies the linear system \(Cx=b\) will be called a generalized scaling problem. In this paper it is shown that previously studied matrix-scaling problems, (e.g., finding scalings with prespecified row sums and column sums, or finding scalings with row sums equaling the corresponding column sums, or finding scalings of multidimensional matrices with prespecified margins) are special instances of generalized scaling problems. Generalized scaling problems are reduced to convex optimization problems, and the reduction is used to characterize solutions, to develop necessary and sufficient conditions for their existence, to establish uniqueness results and to characterize approximate solutions.
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matrix-scaling
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generalized scaling
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convex optimization
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0.7941028
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0.7915765
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0.77689016
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0.7729366
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0.75608534
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0.74837744
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0.7419967
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