Maximization of a Function with Lipschitz Continuous Gradient

Verfasser / Beitragende:
[M. Balashov]
Ort, Verlag, Jahr:
2015
Enthalten in:
Journal of Mathematical Sciences, 209/1(2015-08-01), 12-18
Format:
Artikel (online)
ID: 605525668
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024 7 0 |a 10.1007/s10958-015-2482-6  |2 doi 
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100 1 |a Balashov  |D M.  |u Department of Higher Mathematics, Moscow Institute of Physics and Technology, Institutskii per. 9, 141700, Dolgoprudny, Moscow region, Russia  |4 aut 
245 1 0 |a Maximization of a Function with Lipschitz Continuous Gradient  |h [Elektronische Daten]  |c [M. Balashov] 
520 3 |a In the present paper, we consider (nonconvex in the general case) functions that have Lipschitz continuous gradient. We prove that the level sets of such functions are proximally smooth and obtain an estimate for the constant of proximal smoothness. We prove that the problem of maximization of such function on a strongly convex set has a unique solution if the radius of strong convexity of the set is sufficiently small. The projection algorithm (similar to the gradient projection algorithm for minimization of a convex function on a convex set) for solving the problem of maximization of such a function is proposed. The algorithm converges with the rate of geometric progression. 
540 |a Springer Science+Business Media New York, 2015 
773 0 |t Journal of Mathematical Sciences  |d Springer US; http://www.springer-ny.com  |g 209/1(2015-08-01), 12-18  |x 1072-3374  |q 209:1<12  |1 2015  |2 209  |o 10958 
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900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
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950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s10958-015-2482-6  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 100  |E 1-  |a Balashov  |D M.  |u Department of Higher Mathematics, Moscow Institute of Physics and Technology, Institutskii per. 9, 141700, Dolgoprudny, Moscow region, Russia  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Journal of Mathematical Sciences  |d Springer US; http://www.springer-ny.com  |g 209/1(2015-08-01), 12-18  |x 1072-3374  |q 209:1<12  |1 2015  |2 209  |o 10958