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An inexact algorithm for composite nondifferentiable optimization
Authors:Stephen Wright
Affiliation:(1) Mathematics Department, North Carolina State University, Box 8205, 27695-8205 Raleigh, NC, USA
Abstract:We describe an inexact version of Fletcher's QL algorithm with second-order corrections for minimizing composite nonsmooth functions. The method is shown to retain the global and local convergence properties of the original version, if the parameters are chosen appropriately. It is shown how the inexact method can be implemented, for the case in which the function to be minimized is an exact penalty function arising from the standard nonlinear programming problem. The method can also be applied to the problems of nonlinearl1 - andlinfin-approximation.This research supported in part by the National Science Foundation under Grant DMS-8619903, and by the Air Force Office of Scientific Research under Grant AFOSR-ISSA-870092.
Keywords:Composite nonsmooth functions  nonlinear programming  penalty functions
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