Improved componentwise verified error bounds for least squares problems and underdetermined linear systems |
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Authors: | Siegfried M. Rump |
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Affiliation: | 1. Institute for Reliable Computing, Hamburg University of Technology, Schwarzenbergstra?e 95, Hamburg, 21071, Germany 2. Faculty of Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku-ku, Tokyo, 169–8555, Japan
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Abstract: | Recently Miyajima presented algorithms to compute componentwise verified error bounds for the solution of full-rank least squares problems and underdetermined linear systems. In this paper we derive simpler and improved componentwise error bounds which are based on equalities for the error of a given approximate solution. Equalities are not improvable, and the expressions are formulated in a way that direct evaluation yields componentwise and rigorous estimates of good quality. The computed bounds are correct in a mathematical sense covering all sources of errors, in particular rounding errors. Numerical results show a gain in accuracy compared to previous results. |
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