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An Interval Extension Based on Occurrence Grouping: Method and Properties

Ignacio Araya 1 Bertrand Neveu 2 Gilles Trombettoni 3, 4, *
* Corresponding author
3 COPRIN - Constraints solving, optimization and robust interval analysis
CRISAM - Inria Sophia Antipolis - Méditerranée , ENPC - École des Ponts ParisTech
4 Laboratoire d'Informatique, Signaux, et Systèmes de Sophia-Antipolis (I3S) / Equipe CEP
Laboratoire I3S - MDSC - Modèles Discrets pour les Systèmes Complexes
Abstract : In interval arithmetics, special care has been brought to the definition of interval extension functions that compute narrow interval images. In particular, when a function f is monotonic w.r.t. a variable in a given domain, it is well-known that the monotonicity-based interval extension of f computes a sharper (interval) image than the natural interval extension does. This paper presents a so-called ''occurrence grouping'' interval extension [f]_{og} of a function f. When f is not monotonic w.r.t. a variable x in a given domain, we try to transform f into a new function f^{og} that is monotonic w.r.t. two subsets x_a and x_b of the occurrences of x: f^{og} is increasing w.r.t. x_a and decreasing w.r.t. x_b. [f]_{og} is the interval extension by monotonicity of f^{og} and produces a sharper interval image than the natural extension does. For finding a good occurrence grouping, we propose a linear program and an algorithm that minimize a Taylor-based over-estimate of the image diameter of [f]_{og}. Experiments show the benefits of this new interval extension for solving systems of nonlinear equations.
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Submitted on : Friday, November 18, 2011 - 7:28:44 PM
Last modification on : Friday, February 4, 2022 - 3:09:07 AM
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Ignacio Araya, Bertrand Neveu, Gilles Trombettoni. An Interval Extension Based on Occurrence Grouping: Method and Properties. [Research Report] RR-7806, INRIA. 2011, pp.26. ⟨hal-00642819⟩



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