Handbook of AI and Data Sciences for Sleep Disorders (睡眠障礙的人工智慧與數據科學手冊)

生活方式的變化，源於持續的連接、不規則的工作時間、加劇的壓力以及擾亂的睡眠模式，已導致失眠率的上升。隨著 COVID-19 疫情的加劇，睡眠障礙的情況比以往任何時候都更為普遍。本手冊提供了對人工智慧 (AI) 和數據科學在睡眠障礙領域融合的全面探索，提出了創新的診斷、治療和個性化護理方法。

本手冊的跨學科特性促進了來自計算機科學、工程學、神經科學、醫學、公共衛生、AI、數據科學和睡眠醫學等多個領域專家的合作。每一章節深入探討睡眠障礙分析的特定方面、創新方法論、新穎見解以及展示 AI 和數據科學在睡眠醫學中轉型潛力的實際應用，從分析睡眠模式和預測障礙風險因素，到利用大數據分析進行大規模流行病學研究。本手冊希望為研究人員、臨床醫生和政策制定者提供一個全面的資源，以應對睡眠醫學中的挑戰。

​Richard B. Berry is Medical Director, UF Health Sleep Disorders Center. His clinical interests include sleep disorders, obstructive and central sleep apnea, restless leg syndrome, narcolepsy, noctural respiratory failure, and insomnia. Research interests include upper airway physiology, pharmacological treatment of sleep apnea, mechanisms of respiratory arousal, and auto positive airway pressure treatment.

Panos M. Pardalos serves as Distinguished Professor of Industrial and Systems Engineering at the University of Florida. Additionally, he is the Paul and Heidi Brown Preeminent Professor in Industrial & Systems Engineering. He is also an affiliated faculty member of the Computer and Information Science Department, the Hellenic Studies Center, and the Biomedical Engineering Program. He is also the Director of the Center for Applied Optimization. Dr. Pardalos is a world leading expert in global and combinatorial optimization. His recent research interests include network design problems, optimization in telecommunications, e-commerce, data mining, biomedical applications, and massive computing. He has co-authored and co-edited more than 30 books, as well as publishing more than 600 journal articles and conference proceedings. Prof. Pardalos is a Fellow of AAAS (American Association for the Advancement of Science), Fellow of American Institute for Medical and Biological Engineering (AIMBE), and EUROPT. He is a Distinguished International Professor by the Chinese Minister of Education; Honorary Professor of Anhui University of Sciences and Technology, China; Elizabeth Wood Dunlevie Honors Term Professor; Honorary Doctor, V.M. Glushkov Institute of Cybernetics of The National Academy of Sciences of Ukraine; Foreign Associate Member of Reial Academia de Doctors, Spain; and Advisory board member of the Centre for Optimisation and Its Applications, Cardiff University, UK. He is also the recipient of UF 2009 International Educator Award; Medal (in recognition of broad contributions in science and engineering) of the University of Catani, Italy; EURO Gold Medal (EGM); Honorary Doctor of Science Degree, Wilfrid Laurier University, Canada; Senior Fulbright Specialist Award; University of Florida Research Foundation Professorship; and IBM Achievement Award.

Xiaochen Xian is currently an assistant professor in H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology. Prior to joining Georgia Tech, she was an assistant professor in the Department of Industrial and Systems Engineering at the University of Florida. She received her B.S. degree in Mathematics and Applied Mathematics from Zhejiang University, China in 2014, and the M.S. degree in Statistics, and the Ph.D. degree in Industrial and Systems Engineering from the University of Wisconsin-Madison in 2017 and 2019. Dr. Xian's research focuses on computationally aware systems with a special interest in novel methodologies in data-driven decision-making and machine learning under constraints to enable theoretically sound and viable analytical tools. Her research has been supported by federal and local agencies including NSF, NIH, the Florida Center for Cybersecurity, and the Florida Space Grant Consortium. She is the recipient of multiple awards, including NIH NIBIB Trailblazer Award, Cottmeyer Family Faculty Fellowships, finalist of INFORMS QSR Best Referred Paper, INFORMS DMDA Workshop Best Paper, and IISE QCRE Best Track Paper, second runner-up of Best Paper Award in IEEE TASE, feature articles in IISE magazine, AIE, and YoungStats. Dr. Xian is an associate editor of IEEE Transactions on Automation Science and Engineering and IEEE International Conference on Automation Science and Engineering.

理查德·B·貝瑞（Richard B. Berry）是佛羅里達大學健康睡眠障礙中心的醫療主任。他的臨床興趣包括睡眠障礙、阻塞性和中樞性睡眠呼吸暫停、腿部不安症、嗜睡症、夜間呼吸衰竭和失眠。研究興趣包括上呼吸道生理學、睡眠呼吸暫停的藥物治療、呼吸喚醒的機制以及自動正壓呼吸治療。

帕諾斯·M·帕達洛斯（Panos M. Pardalos）擔任佛羅里達大學工業與系統工程的傑出教授。此外，他還是工業與系統工程的保羅與海蒂·布朗卓越教授。他同時也是計算機與信息科學系、希臘研究中心和生物醫學工程計劃的附屬教員。他還是應用優化中心的主任。帕達洛斯博士是全球和組合優化領域的世界領先專家。他最近的研究興趣包括網絡設計問題、電信優化、電子商務、數據挖掘、生物醫學應用和大規模計算。他共同撰寫和編輯了超過30本書籍，並發表了超過600篇期刊文章和會議論文。帕達洛斯教授是美國科學促進會（AAAS）會士、美國醫學與生物工程學會（AIMBE）會士及EUROPT成員。他是中國教育部頒發的傑出國際教授；中國安徽科技大學的名譽教授；伊莉莎白·伍德·鄧萊維榮譽教授；烏克蘭國家科學院V.M. Glushkov網絡學院的名譽博士；西班牙Reial Academia de Doctors的外籍成員；以及英國卡迪夫大學優化及其應用中心的顧問委員會成員。他還獲得了2009年佛羅里達大學國際教育者獎；意大利卡塔尼亞大學的科學與工程廣泛貢獻獎勳章；EURO金獎（EGM）；加拿大威爾弗里德·勞里埃大學的名譽科學博士學位；高級富布賴特專家獎；佛羅里達大學研究基金會教授職位；以及IBM成就獎。

謝小晨（Xiaochen Xian）目前是喬治亞理工學院H. Milton Stewart工業與系統工程學院的助理教授。在加入喬治亞理工之前，她曾是佛羅里達大學工業與系統工程系的助理教授。她於2014年在中國浙江大學獲得數學與應用數學學士學位，並於2017年和2019年在威斯康辛大學麥迪遜分校獲得統計碩士學位和工業與系統工程博士學位。謝博士的研究專注於計算感知系統，特別關注在約束條件下的數據驅動決策和機器學習中的新方法，以實現理論上合理且可行的分析工具。她的研究得到了包括國家科學基金會（NSF）、國家衛生研究院（NIH）、佛羅里達網絡安全中心和佛羅里達太空獎學金聯盟等聯邦和地方機構的支持。她獲得了多項獎項，包括NIH NIBIB開拓者獎、Cottmeyer家庭教職獎、INFORMS QSR最佳推薦論文決賽入圍者、INFORMS DMDA研討會最佳論文和IISE QCRE最佳專題論文，以及IEEE TASE最佳論文的第二名。謝博士是IEEE自動化科學與工程期刊和IEEE自動化科學與工程國際會議的副編輯。