FIXED POINT OPTIMIZATION ALGORITHMS AND THEIR APPLICATIONS

• Titel: FIXED POINT OPTIMIZATION ALGORITHMS AND THEIR APPLICATIONS
• Mitwirkende: Cholamjiak, Watcharaporn [HerausgeberIn]
• Verf.angabe: edited by Watcharaporn Cholamjiak
• Verlagsort: [Place of publication not identified]
• Verlag: MORGAN KAUFMANN
• Jahr: 2024
• Umfang: 1 online resource
• Gesamttitel/Reihe: Advanced studies in complex systems: theory and applications
• ISBN: 0-443-33587-7
• ISBN: 978-0-443-33587-7
• Datenträger: Online-Ressource
• Sprache: eng
• K10plus-PPN: 1914058054
• K10plus-PPN:
  Universitätsbibliothek
• Lokale URL UB: Zum Volltext
• Lokale URL UB: Bibliothek der Medizinischen Fakultät Mannheim der Universität Heidelberg
• Bibliothek/Idn: UW / m4648212045
• Lokale URL Inst.: Zum Volltext

Abstract

Fixed Point Optimization Algorithms and Their Applications discusses how the relationship between fixed point algorithms and optimization problems is connected and demonstrates hands-on applications of the algorithms in fields such as image restoration, signal recovery, and machine learning. The author presents algorithms for non-expansive and generalized non-expansive mappings in Hilbert space, and includes solutions to many optimization problems across a range of scientific research and real-world applications. From foundational concepts, the book proceeds to present a variety of optimization algorithms, including fixed point theories, convergence theorems, variational inequality problems, minimization problems, split feasibility problems, variational inclusion problems, and equilibrium problems.