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On relative errors of floating-point operations: Optimal bounds and applications

On relative errors of floating-point operations: optimal bounds and applications
Authors: Claude-Pierre Jeannerod; Siegfried M. Rump;

On relative errors of floating-point operations: Optimal bounds and applications

Abstract

Rounding error analyses of numerical algorithms are most often carried out via repeated applications of the so-called standard models of floating-point arithmetic. Given a round-to-nearest function f l \mathrm {fl} and barring underflow and overflow, such models bound the relative errors E 1 ( t ) = | t − f l ( t ) | / | t | E_1(t) = |t-\mathrm {fl}(t)|/|t| and E 2 ( t ) = | t − f l ( t ) | / | f l ( t ) | E_2(t) = |t-\mathrm {fl}(t)|/|\mathrm {fl}(t)| by the unit roundoff u u . This paper investigates the possibility and the usefulness of refining these bounds, both in the case of an arbitrary real t t and in the case where t t is the exact result of an arithmetic operation on some floating-point numbers. We show that E 1 ( t ) E_1(t) and E 2 ( t ) E_2(t) are optimally bounded by u / ( 1 + u ) u/(1+u) and u u , respectively, when t t is real or, under mild assumptions on the base and the precision, when t = x ± y t = x \pm y or t = x y t = xy with x , y x,y two floating-point numbers. We prove that while this remains true for division in base β > 2 \beta > 2 , smaller, attainable bounds can be derived for both division in base β = 2 \beta =2 and square root. This set of optimal bounds is then applied to the rounding error analysis of various numerical algorithms: in all cases, we obtain significantly shorter proofs of the best-known error bounds for such algorithms, and/or improvements on these bounds themselves.

Countries
Germany, France, France
Keywords

rounding error analyses, Roundoff error, floating-point arithmetic, relative error, [INFO.INFO-NA] Computer Science [cs]/Numerical Analysis [cs.NA], optimal bound, unit in the first place, [INFO.INFO-AO] Computer Science [cs]/Computer Arithmetic, rounding to nearest, numerical algorithm

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
29
Top 10%
Top 10%
Top 10%
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