Fuzzy Recurrence Plots and Networks with Applications in Biomedicine
暫譯: 模糊重現圖與網絡在生物醫學中的應用
Pham, Tuan D.
- 出版商: Springer
- 出版日期: 2020-01-08
- 售價: $5,220
- 貴賓價: 9.5 折 $4,959
- 語言: 英文
- 頁數: 170
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030375293
- ISBN-13: 9783030375294
海外代購書籍(需單獨結帳)
商品描述
This book presents an original combination of three well-known methodological approaches for nonlinear data analysis: recurrence, networks, and fuzzy logic.
After basic concepts of these three approaches are introduced, this book presents recently developed methods known as fuzzy recurrence plots and fuzzy recurrence networks. Computer programs written in MATLAB, which implement the basic algorithms, are included to facilitate the understanding of the developed ideas. Several applications of these techniques to biomedical problems, ranging from cancer and neurodegenerative disease to depression, are illustrated to show the potential of fuzzy recurrence methods.
This book opens a new door to theorists in complex systems science as well as specialists in medicine, biology, engineering, physics, computer science, geosciences, and social economics to address issues in experimental nonlinear signal and data processing.
商品描述(中文翻譯)
這本書呈現了三種著名的非線性數據分析方法的原創結合：重現性、網絡和模糊邏輯。
在介紹這三種方法的基本概念後，本書介紹了最近開發的技術，稱為模糊重現圖（fuzzy recurrence plots）和模糊重現網絡（fuzzy recurrence networks）。書中包含用 MATLAB 編寫的計算機程序，這些程序實現了基本算法，以便於理解所開發的理念。書中還展示了這些技術在生物醫學問題上的幾個應用，涵蓋癌症、神經退行性疾病到抑鬱症，以顯示模糊重現方法的潛力。
這本書為複雜系統科學的理論家以及醫學、生物學、工程學、物理學、計算機科學、地球科學和社會經濟學的專家開啟了一扇新門，幫助他們解決實驗性非線性信號和數據處理中的問題。
作者簡介
Tuan D. Pham is Professor and Director of the Center for Artificial Intelligence at Prince Mohammad Bin Fahd University, Al Khobar, Kingdom of Saudi Arabia. He has been a Professor of Biomedical Engineering at Linköping University, Sweden, and held other previous positions as Professor and the Leader of the Aizu Research Cluster for Medical Engineering and Informatics, Head of the Medical Image Processing Laboratory at the University of Aizu, Japan; and the Bioinformatics Research Group Leader, the School of Engineering and Information Technology, the University of New South Wales, Australia. His teaching and research span across several disciplines of computer science and engineering. His current research areas include artificial intelligence, image processing, time series, nonlinear dynamics, novel methods in pattern recognition and machine learning applied to medicine, physiology, biology, and health. He has been actively serving as Section Editor and Associate Editor of several international journals, conference chair, keynote speaker, and invited speaker. Dr. Pham has been internationally recognized by his peers as a highly prolific scientist, publishing extensively as the lead author on various topics in books by well-known publishers, well-respected journals, and refereed conferences.
作者簡介(中文翻譯)
Tuan D. Pham 是沙烏地阿拉伯阿爾科巴爾的穆罕默德·賓·法赫德大學人工智慧中心的教授及主任。他曾擔任瑞典林雪平大學的生物醫學工程教授，並在日本會津大學擔任醫學工程與資訊學研究集群的教授及領導者，以及醫學影像處理實驗室的負責人；在澳洲新南威爾斯大學的工程與資訊技術學院擔任生物資訊研究小組的領導者。他的教學和研究涵蓋多個計算機科學和工程學科。他目前的研究領域包括人工智慧、影像處理、時間序列、非線性動力學、應用於醫學、生理學、生物學和健康的模式識別及機器學習的新方法。他積極擔任多個國際期刊的區域編輯和副編輯，會議主席、主題演講者及受邀演講者。Pham 博士在國際上受到同行的高度認可，作為一位高產的科學家，他在知名出版社的各類書籍、受人尊敬的期刊及經過審核的會議上，作為主要作者廣泛發表。
