Results 121 to 130 of about 27,297,467 (168)

Stochastic Rounding and Its Probabilistic Backward Error Analysis [PDF]

open access: yesSIAM Journal of Scientific Computing, 2021
Stochastic rounding rounds a real number to the next larger or smaller floating-point number with probabilities 1 minus the relative distances to those numbers. It is gaining attention in deep learning because it can increase the success of low precision computations.
Nicholas Higham, Theo Mary
exaly   +6 more sources

A New Approach to Probabilistic Rounding Error Analysis [PDF]

open access: yesSIAM Journal of Scientific Computing, 2019
Traditional rounding error analysis in numerical linear algebra leads to backward error bounds involving the constant $\gamma^{}_n = nu/(1-nu)$, for a problem size $n$ and unit roundoff $u$. In light of large-scale and possibly low-precision computations, such bounds can struggle to provide any useful information.
Nicholas Higham, Theo Mary
exaly   +7 more sources

Probabilistic Error Analysis of Limited-Precision Stochastic Rounding [PDF]

open access: yesSIAM Journal of Scientific Computing
Abstract. Classical probabilistic rounding error analysis is particularly well suited to stochastic rounding (SR), and it yields strong results when dealing with floating-point algorithms that rely heavily on summation. For many numerical linear algebra algorithms, one can prove probabilistic error bounds that grow as [Formula: see ...
Mantas Mikaitis   +2 more
exaly   +9 more sources
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Rounding error analysis of Horner's scheme

Computing, 1983
In this paper we establish a forward error analysis of the generalized complete Horner scheme for a polynomial $$p = \sum {a_j X^{n - j} } $$ with pivotal pointsz 1, ...,z n .
openaire   +2 more sources

Statistical Analysis of the Roundness Error Data

Advanced Materials Research, 2012
In order to simulate the actual roundness measurement accurately, must find the mathematical model of the actual roundness data, the paper’s main emphasis is doing statistical analysis by plenty of measurement data of roundness, using mathematical knowledge to prove that the actual characteristics of roundness parameters obey the normal distribution ...
Zhao Peng Dong   +3 more
openaire   +1 more source

Rounding Error Analysis of Interval Algorithms

ZAMM - Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik, 1984
AbstractUsing the linearization method, a rounding error analysis of interval algorithms is established. It is shown that the interval midpoints and radii are approximate solutions of real evaluation algorithms and of certain linear systems uniquely associated to each interval algorithm.
openaire   +1 more source

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