Goal-Oriented and Modular Stability Analysis

We introduce a methodology for obtaining inventories of error results for families of numerical dense linear algebra algorithms. The approach for deriving the analyses is goal-oriented, systematic, and layered. The presentation places the analysis side-by-side with the algorithm so that it is obviou...

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Vydané v:SIAM journal on matrix analysis and applications Ročník 32; číslo 1; s. 286 - 308
Hlavní autori: Bientinesi, Paolo, van de Geijn, Robert A.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Philadelphia, PA Society for Industrial and Applied Mathematics 01.01.2011
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ISSN:0895-4798, 1095-7162
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Abstract We introduce a methodology for obtaining inventories of error results for families of numerical dense linear algebra algorithms. The approach for deriving the analyses is goal-oriented, systematic, and layered. The presentation places the analysis side-by-side with the algorithm so that it is obvious where roundoff error is introduced. The approach supports the analysis of more complex algorithms, such as the blocked LU factorization. For this operation we derive a tighter error bound than has been previously reported in the literature. [PUBLICATION ABSTRACT]
AbstractList We introduce a methodology for obtaining inventories of error results for families of numerical dense linear algebra algorithms. The approach for deriving the analyses is goal-oriented, systematic, and layered. The presentation places the analysis side-by-side with the algorithm so that it is obvious where roundoff error is introduced. The approach supports the analysis of more complex algorithms, such as the blocked LU factorization. For this operation we derive a tighter error bound than has been previously reported in the literature.
We introduce a methodology for obtaining inventories of error results for families of numerical dense linear algebra algorithms. The approach for deriving the analyses is goal-oriented, systematic, and layered. The presentation places the analysis side-by-side with the algorithm so that it is obvious where roundoff error is introduced. The approach supports the analysis of more complex algorithms, such as the blocked LU factorization. For this operation we derive a tighter error bound than has been previously reported in the literature. [PUBLICATION ABSTRACT]
Author van de Geijn, Robert A.
Bientinesi, Paolo
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CitedBy_id crossref_primary_10_1016_j_jcp_2022_111176
crossref_primary_10_1007_s00165_011_0221_4
Cites_doi 10.1145/77626.79170
10.1145/1055531.1055532
10.1145/131766.131769
10.1145/504210.504213
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Issue 1
Keywords modular
Error estimation
LU factorization
Methodology
Support
automatic stability analysis
Numerical linear algebra
stability analysis
Error bound
Algorithm
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SubjectTerms Algebra
Algorithms
Blocking
Error analysis
Errors
Exact sciences and technology
Factorization
Inventories
Linear algebra
Linear and multilinear algebra, matrix theory
Mathematical analysis
Mathematics
Mean square errors
Modular
Numerical analysis
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Numerical linear algebra
Sciences and techniques of general use
Several complex variables and analytic spaces
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Title Goal-Oriented and Modular Stability Analysis
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