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Fixed Point Optimization Algorithms and Their Applications (Advanced Studies in Complex Systems) - Tapa blanda

Cholamjiak

 
9780443335860: Fixed Point Optimization Algorithms and Their Applications (Advanced Studies in Complex Systems)
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ISBN 10: 0443335869 ISBN 13: 9780443335860
Editorial: Morgan Kaufmann, 2024

Sinopsis

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 book is divided into nine chapters beginning with foundational concepts of normed linear spaces, Banach spaces, and Hilbert spaces, along with nonlinear operators and useful lemmas and theorems for proving the book’s main results. The author presents algorithms for nonexpansive and generalized nonexpansive mappings in Hilbert space, and presents 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. Fixed Point Optimization Algorithms and Their Applications equips readers with the theoretical mathematics background and necessary tools to tackle challenging optimization problems involving a range of algebraic methods, empowering them to apply these techniques in their research, professional work, or academic pursuits.

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Acerca del autor

Dr. Watcharaporn Cholamjiak serves as an Associate Professor of Mathematics at the University of Phayao’s School of Science in Thailand. She earned both her MSc and PhD in Mathematics from Chiang Mai University, under the guidance of Professor Suthep Suantai. Dr. Cholamjiak has an established collaboration with Professor Yeal Je Cho at Gyeongsang National University in Chinju, Korea, and has published numerous papers in highly regarded international journals. Her research has recently pivoted to the development of optimization algorithms for image restoration and signal recovery, areas in which she has produced significant published work. She is also a dedicated staff member of the Unit of Excellence in Image Recovery and Analysis and currently leads the Unit of Excellence in Data Analytics at the University of Phayao, focusing her research on the application of optimization algorithms in machine learning.

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Editorial
Morgan Kaufmann
Año de publicación
2024
Idioma
Inglés
ISBN 10 
0443335869
ISBN 13 
9780443335860
Encuadernación
Tapa blanda
Número de páginas
244
Contacto del fabricante
no disponible
Persona responsable
Barbara Criscuolo
b.criscuolo@lswr.it

Via Spadolini, 7
Milano
20141
Italia