Attraction in Numerical Minimization

Attraction in Numerical Minimization
Author :
Publisher : Springer
Total Pages : 78
Release :
ISBN-10 : 9783030040499
ISBN-13 : 3030040496
Rating : 4/5 (99 Downloads)

Book Synopsis Attraction in Numerical Minimization by : Adam B. Levy

Download or read book Attraction in Numerical Minimization written by Adam B. Levy and published by Springer. This book was released on 2018-12-07 with total page 78 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerical minimization of an objective function is analyzed in this book to understand solution algorithms for optimization problems. Multiset-mappings are introduced to engineer numerical minimization as a repeated application of an iteration mapping. Ideas from numerical variational analysis are extended to define and explore notions of continuity and differentiability of multiset-mappings, and prove a fixed-point theorem for iteration mappings. Concepts from dynamical systems are utilized to develop notions of basin size and basin entropy. Simulations to estimate basins of attraction, to measure and classify basin size, and to compute basin are included to shed new light on convergence behavior in numerical minimization. Graduate students, researchers, and practitioners in optimization and mathematics who work theoretically to develop solution algorithms will find this book a useful resource.


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