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Rounding errors in autoregressive processes
International Journal of Forecasting, 1993Abstract Time series observations are often rounded, but are modelled as though they were continuous and no rounding had occurred. This paper examines the impact of rounding on the estimation of parameters in autoregressive time series models, deriving appropriate adjustments for the estimates of the true parameters when using rounded data ...
Antonie Stam, Kenneth O. Cogger
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Dealing with Rounding Errors in Geometry Processing
2015Processing geometric data on computer systems poses interesting challenges. The limited representation in a computer system, combined with the wide variety of calculations can result in robustness problems. As a result of this, it is for example possible that the exact intersection point of two lines cannot be represented by the computer system and its
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ROUNDING-OFF ERRORS IN MATRIX PROCESSES
The Quarterly Journal of Mechanics and Applied Mathematics, 1948A number of methods of solving sets of linear equations and inverting matrices are discussed. The theory of the rounding-off errors involved is investigated for some of the methods. In all cases examined, including the well-known 'Gauss elimination process', it is found that the errors are normally quite moderate: no exponential build-up need occur ...
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Rounding error analysis of interpolation procedures
Computing, 1984This paper provides a rounding error analysis for the classical interpolation procedures according to Wilkinson. Interpolation points are assumed as equidistant and ordered by size, and all initial data are given machine numbers. The error bounds obtained for the Lagrange and Neville procedures are almost identical, while for the Newton procedure they ...
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A Unified Rounding Error Bound for Polynomial Evaluation
Advances in Computational Mathematics, 2003The author presents a rounding error bound with the same general form for the evaluation of a polynomial written in any polynomial base when the evaluation algorithm can be expressed as a linear recurrence or a first-order linear matrix recurrence relation. In these bounds the condition number of the polynomials appears in a natural way.
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A New Roundness Error Evaluation Method
Proceedings of the 2022 2nd International Conference on Control and Intelligent Robotics, 2022Zhiyong Zhang, Yonggang Zhu, Guilu Wang
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Stochastic Rounding and Its Probabilistic Backward Error Analysis
SIAM Journal of Scientific Computing, 2021Nicholas J Higham, Theo Mary
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Weight-Rounding Error in Deep Neural Networks
Current AI technologies based on deep neural networks (DNNs) are computationally extremely demanding, which limits their widespread deployment in embedded devices with constrained energy resources (e.g. battery-powered smartphones). One possible approach to solving this problem is to reduce the precision of weight parameters, which can save an enormousJiří Šíma, Petra Vidnerová
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The forward rounding error analysis of the partial pivoting quaternion LU decomposition
Numerical Algorithms, 2023Fengxia Zhang +2 more
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