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Book ChapterDOI

On the expressibility of piecewise-linear continuous functions as the difference of two piecewise-linear convex functions

D. Melzer
- Vol. 29, pp 118-134
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TLDR
In this paper, the differential calculus for convex, compact-valued multifunctions developed by Tyurin, Banks and Jacobs is used to give an equivalent description in terms of multifunctions of the class of functions which can be represented as the difference of two globally Lipschitzian convex functions.
Abstract
The differential calculus for convex, compact-valued multifunctions developed by Tyurin, Banks and Jacobs is used to give an equivalent description in terms of multifunctions of the class of functions which can be represented as the difference of two globally Lipschitzian convex functions. This approach is also used to develop a means of representing piecewise-linear continuous functions as the difference of two piecewise-linear convex functions in finite dimensions. This leads directly to a Minkowski duality theorem for piecewise-linear positively homogeneous continuous functions and equivalence classes of convex compact sets produced by convex compact polyhedrons: every piecewise-linear positively homogeneous continuous function may be uniquely characterized by its quasidifferential (as defined by Demyanov and Rubinov) at zero.

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Citations
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Book ChapterDOI

D.C. Optimization: Theory, Methods and Algorithms

Hoang Tuy
TL;DR: This work presents a review of the theory, methods and algorithms for this class of global optimization problems which have been elaborated in recent years.
Journal ArticleDOI

Piecewise affine functions and polyhedral sets

TL;DR: In this article, it was shown that a real-valued function is piecewise affine if both its epigraph and its hypograph are (nonconvex) polyhedral sets.
Journal ArticleDOI

Approximation of step functions in problems of mathematical modeling

TL;DR: The suggested methods do not have any of the disadvantages of traditional approximations of step functions by means of Fourier series and can be used in problems of mathematical modeling of a wide range of processes and systems.
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Approximation Methods for Analysis and Formation of Mechanisms for Regulating Heat and Mass Transfer Processes in Heat Equipment Systems

TL;DR: In this paper, the authors developed the applied aspects of the theory of solving nonlinear problems, provisions of the analytical methodology and the methods for regulating stepwise thermodynamic processes based on adapted tools for approximating generalized and step functions.
References
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Journal ArticleDOI

Semismooth and Semiconvex Functions in Constrained Optimization

TL;DR: In this paper, the authors introduce semismooth and semiconvex functions and discuss their properties with respect to nonsmooth nonconvex constrained optimization problems and give a chain rule for generalized gradients.
Journal ArticleDOI

An embedding theorem for spaces of convex sets

TL;DR: In this article, it was shown that the additive semigroup can be embedded in a group and multiplication with scalars can be extended to this group in such a way that the resulting system becomes a vector space, and for positive scalars the new multiplication coincides with the original one on the semigroup.