Vestnik Sankt-Peterburgskogo Universiteta. Seriya 10. Prikladnaya Matematika. Informatika. Protsessy Upravleniya
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Vestnik Sankt-Peterburgskogo Universiteta. Seriya 10. Prikladnaya Matematika. Informatika. Protsessy Upravleniya, 2013, Issue 1, Pages 37–51 (Mi vspui107)  

Applied mathematics

A method of construction of exhaustive family of upper convex approximations

I. M. Proudnikov

LG Electronics, Moscow
References:
Abstract: It is shown how to construct Exhausters for a Lipschitz function $f$ at a point $x$ which is an important problem for optimization of such functions. At first the function $f$ is modified to some function $\tilde{f}$ and an exhaustive set of upper convex approximations is constructed for it whose subdifferentials at zero define the upper Exhauster of the function $\tilde{f}$ at the point $x$. A family $\Im$ of convex compact set pairs for the function $f$ is constructed. $\Im$ is called BiExhauster of the function $f$ at the point $x$. The exhaustive sets of upper and lower convex approximations of the function $f$ at the point $x$ are defined with the help of the set $\Im$. Convex compact sets from the upper Exhauster of the function $\tilde{f}$ are constructed as limit values of average integrals from gradients of the function $f$ along curves from a defined set of curves along which $\tilde{f}$ is almost everywhere differentiable. Bibliogr. 12. Il. 8.
Keywords: Lipschitz function, directional derivative, upper and lower convex approximations, upper and lower exhausters, BiExhauster, extremum points, extremum condition.

Accepted: October 25, 2012
Document Type: Article
UDC: 517.977
Language: Russian
Citation: I. M. Proudnikov, “A method of construction of exhaustive family of upper convex approximations”, Vestnik S.-Petersburg Univ. Ser. 10. Prikl. Mat. Inform. Prots. Upr., 2013, no. 1, 37–51
Citation in format AMSBIB
\Bibitem{Pru13}
\by I.~M.~Proudnikov
\paper A method of construction of exhaustive family of upper convex approximations
\jour Vestnik S.-Petersburg Univ. Ser. 10. Prikl. Mat. Inform. Prots. Upr.
\yr 2013
\issue 1
\pages 37--51
\mathnet{http://mi.mathnet.ru/vspui107}
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    Вестник Санкт-Петербургского университета. Серия 10. Прикладная математика. Информатика. Процессы управления
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    Abstract page:140
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    References:28
    First page:8
     
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