Nonsmooth equations in optimization
Subtitle: regularity, calculus, methods, and applications
By: by Diethard Klatte and Bernd Kummer.
Contributors: Kummer, Bernd.
Series: Nonconvex optimization and its applications -- v. 60
Publisher: Kluwer Academic
Published: 2002
Place of publication: Dordrecht; Boston
Language: eng
Number of pages: 329
Subjects: Nonsmooth optimization.
Description: The book establishes links between regularity and derivative concepts of nonsmooth analysis and studies of solution methods and stability for optimization, complementarity and equilibrium problems. In developing necessary tools, it presents, in particular: an extended analysis of Lipschitz functions and the calculus of their generalized derivatives, including regularity, successive approximation and implicit functions for multivalued mappings; a unified theory of Lipschitzian critical points in optimization and other variational problems, with relations to reformulations by penalty, barrier and NCP functions; an analysis of generalized Newton methods based on linear and nonlinear approximations; the interpretation of hypotheses, generalized derivatives and solution methods in terms of original data and quadratic approximations; a rich collection of instructive examples and exercises.£/LIST£ Audience: Researchers, graduate students and practitioners in various fields of applied mathematics, engineering, OR and economics. Also university teachers and advanced students who wish to get insights into problems, future directions and recent developments.
Notes: Includes bibliographical references (p. 311-324) and index.