
Fixed Point Optimization Algorithms and Their Applications (Advanced Studies in Complex Systems)
Author(s): Watcharaporn Cholamjiak Ph.D. (Author)
- Publisher finelybook 出版社: Morgan Kaufmann
- Publication Date 出版日期: December 18, 2024
- Edition 版本: 1st
- Language 语言: English
- Print length 页数: 244 pages
- ISBN-10: 0443335869
- ISBN-13: 9780443335860
Book Description
- Demonstrates how to create hybrid algorithms for many optimization problems with non-expansive mappings to solve real-world problems
- Shows readers how to solve image restoration problems using optimization algorithms
- Includes coverage of signal recovery problems using optimization algorithms
- Shows readers how to solve data classification problems using optimization algorithms in machine learning with many types of datasets, such as those used in medicine, mathematics, computer science, and engineering
About the Author
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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