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Formal Global Optimisation with Taylor Models

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Automated Reasoning (IJCAR 2006)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 4130))

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Abstract

Formal proofs and global optimisation are two research areas that have been heavily influenced by the arrival of computers. This article aims to bring both further together by formalising a global optimisation method based on Taylor models: a set of functions is represented by a polynomial together with an error bound. The algorithms are implemented in the proof assistant Coq’s term language, with the ultimate goal to obtain formally proven bounds for any multi-variate smooth function in an efficient way. To this end we make use of constructive real numbers, interval arithmetic, and polynomial bounding techniques.

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Zumkeller, R. (2006). Formal Global Optimisation with Taylor Models. In: Furbach, U., Shankar, N. (eds) Automated Reasoning. IJCAR 2006. Lecture Notes in Computer Science(), vol 4130. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11814771_35

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  • DOI: https://doi.org/10.1007/11814771_35

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-37187-8

  • Online ISBN: 978-3-540-37188-5

  • eBook Packages: Computer ScienceComputer Science (R0)

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