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Verification of programs using floating-point arithmetic is challenging on several accounts. One of the difficulties of reasoning about such programs is due to the peculiarities of floating-point arithmetic: rounding errors, infinities,…

编程语言 · 计算机科学 2022-06-23 Roberto Bagnara , Abramo Bagnara , Fabio Biselli , Michele Chiari , Roberta Gori

An improvement on precision of recursive function simulation in IEEE floating point standard is presented. It is shown that the average of rounding towards negative infinite and rounding towards positive infinite yields a better result than…

信号处理 · 电气工程与系统科学 2017-12-05 Melanie R. Silva , Erivelton G. Nepomuceno , Samir A. M. Martins

The Fast Reciprocal Square Root Algorithm is a well-established approximation technique consisting of two stages: first, a coarse approximation is obtained by manipulating the bit pattern of the floating point argument using integer…

数值分析 · 数学 2023-07-31 Mike Day

Floating-point computations are quickly finding their way in the design of safety- and mission-critical systems, despite the fact that designing floating-point algorithms is significantly more difficult than designing integer algorithms.…

人工智能 · 计算机科学 2015-08-03 Roberto Bagnara , Matthieu Carlier , Roberta Gori , Arnaud Gotlieb

We present improved algorithms for fast calculation of the inverse square root for single-precision floating-point numbers. The algorithms are much more accurate than the famous fast inverse square root algorithm and have the same or…

数值分析 · 计算机科学 2018-02-22 Cezary J. Walczyk , Leonid V. Moroz , Jan L. Cieśliński

We provide tools to help automate the error analysis of algorithms that evaluate simple functions over the floating-point numbers. The aim is to obtain tight relative error bounds for these algorithms, expressed as a function of the unit…

数值分析 · 数学 2024-05-07 Jean-Michel Muller , Bruno Salvy

The study addresses the problem of precision in floating-point (FP) computations. A method for estimating the errors which affect intermediate and final results is proposed and a summary of many software simulations is discussed. The basic…

数值分析 · 计算机科学 2012-01-31 Glauco Masotti

The reciprocal square root is an important computation for which many sophisticated algorithms exist (see for example \cite{Moroz,863046,863031} and the references therein). A common theme is the use of Newton's method to refine the…

数值分析 · 数学 2021-12-30 Carlos F. Borges

We present a detailed study of roundoff errors in probabilistic floating-point computations. We derive closed-form expressions for the distribution of roundoff errors associated with a random variable, and we prove that roundoff errors are…

计算机科学中的逻辑 · 计算机科学 2021-05-28 George Constantinides , Fredrik Dahlqvist , Zvonimir Rakamaric , Rocco Salvia

We propose a new instruction (FPADDRE) that computes the round-off error in floating-point addition. We explain how this instruction benefits high-precision arithmetic operations in applications where double precision is not sufficient.…

数值分析 · 计算机科学 2016-03-03 Marat Dukhan , Richard Vuduc , Jason Riedy

Nowadays, parallel computing is ubiquitous in several application fields, both in engineering and science. The computations rely on the floating-point arithmetic specified by the IEEE754 Standard. In this context, an elementary brick of…

计算与语言 · 计算机科学 2022-05-12 Farah Benmouhoub , Pierre-Loïc Garoche , Matthieu Martel

For scientific computations on a digital computer the set of real number is usually approximated by a finite set F of "floating-point" numbers. We compare the numerical accuracy possible with difference choices of F having approximately the…

数值分析 · 计算机科学 2010-04-21 Richard P. Brent

We propose a novel floating-point encoding scheme that builds on prior work involving fixed-point encodings. We encode floating-point numbers using Two's Complement fixed-point mantissas and Two's Complement integral exponents. We used our…

The problem of exactly summing n floating-point numbers is a fundamental problem that has many applications in large-scale simulations and computational geometry. Unfortunately, due to the round-off error in standard floating-point…

数据结构与算法 · 计算机科学 2016-05-19 Michael T. Goodrich , Ahmed Eldawy

Finite precision computations using digital computers involve the following inherent errors: (1) Round-off error of finite precision computations (2) Binary computer arithmetic precludes exact number representation of traditional decimal…

计算物理 · 物理学 2007-05-23 Suvarna Fadnavis

We introduce two algorithms for accurately evaluating powers to a positive integer in floating-point arithmetic, assuming a fused multiply-add (fma) instruction is available. We show that our log-time algorithm always produce…

数值分析 · 计算机科学 2007-06-13 Peter Kornerup , Vincent Lefèvre , Jean-Michel Muller

A new deterministic floating-point arithmetic called precision arithmetic is developed to track precision for arithmetic calculations. It uses a novel rounding scheme to avoid excessive rounding error propagation of conventional…

离散数学 · 计算机科学 2025-10-20 Chengpu Wang

Given the importance of floating-point~(FP) performance in numerous domains, several new variants of FP and its alternatives have been proposed (e.g., Bfloat16, TensorFloat32, and Posits). These representations do not have correctly rounded…

数学软件 · 计算机科学 2020-11-23 Jay P. Lim , Mridul Aanjaneya , John Gustafson , Santosh Nagarakatte

We study the multiple-precision addition of two positive floating-point numbers in base 2, with exact rounding, as specified in the MPFR library, i.e. where each number has its own precision. We show how the best possible complexity (up to…

数据结构与算法 · 计算机科学 2016-08-16 Vincent Lefèvre

Probabilistic model checking computes probabilities and expected values related to designated behaviours of interest in Markov models. As a formal verification approach, it is applied to critical systems; thus we trust that probabilistic…

计算机科学中的逻辑 · 计算机科学 2021-10-19 Arnd Hartmanns
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