Fixed Point Optimization Algorithms and Their Applications /

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 aut...

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Bibliographic Details
Corporate Author: ScienceDirect (Online service)
Other Authors: Cholamjiak, Watcharaporn (Editor)
Format: eBook
Language:English
Published: Cambridge, MA : Morgan Kaufmann ia an imprint of Elsevier, [2025]
Series:Advanced studies in complex systems.
Subjects:
Online Access:Connect to the full text of this electronic book
Description
Summary: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.
Physical Description:1 online resource
Bibliography:Includes bibliographical references and index.
ISBN:0443335877
9780443335877