为研究任意算法中有限精度误差的产生提供了一种通用的、新颖的方法

C. Papaodysseus, Constantinos Chalatsis, Dimitris Arabadjis, Solomon Zannos, F. Giannopoulos, P. Rousopoulos, E. Kalfa
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引用次数: 0

摘要

本文介绍了一种新的通用方法来研究任意算法中量化误差的产生、传播和积累。该方法采用了一些基本命题来论证加法、乘法、除法和减法四种运算对量化误差产生和传递的影响。使用这些,人们可以获得错误数字的确切数量的知识,在每一步中计算任何算法的所有数量。这种方法提供了对任何计算方案中有限精度误差产生和传播的实际原因的理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A general, novel methodology for studying the generation of finite precision error in any algorithm
In this work, a new general approach is introduced for the study of the generation, propagation and accumulation of the quantization error in any algorithm. This methodology employs a number of fundamental propositions demonstrating the way the four operations addition, multiplication, division and subtraction, influence quantization error generation and transmission. Using these, one can obtain knowledge of the exact number of erroneous digits with which all quantities of any algorithm are computed at each step of it. This methodology offers understanding of the actual cause of the generation and propagation of finite precision error in any computational scheme.
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