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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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.read more
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References
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Journal ArticleDOI
Generalized gradients and applications
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.