Privacy-Preserving Techniques with E-Healthcare Applications
暫譯: 電子健康應用中的隱私保護技術
Zhu, Dan, Feng, Dengguo, Shen
- 出版商: Springer
- 出版日期: 2024-12-14
- 售價: $5,230
- 貴賓價: 9.5 折 $4,969
- 語言: 英文
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 303176921X
- ISBN-13: 9783031769214
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商品描述
This book investigates novel accurate and efficient privacy-preserving techniques and their applications in e-Healthcare services. The authors first provide an overview and a general architecture of e-Healthcare and delve into discussions on various applications within the e-Healthcare domain. Simultaneously, they analyze the privacy challenges in e-Healthcare services. Then, in Chapter 2, the authors give a comprehensive review of privacy-preserving and machine learning techniques applied in their proposed solutions. Specifically, Chapter 3 presents an efficient and privacy-preserving similar patient query scheme over high-dimensional and non-aligned genomic data; Chapter 4 and Chapter 5 respectively propose an accurate and privacy-preserving similar image retrieval scheme and medical pre-diagnosis scheme over dimension-related medical images and single-label medical records; Chapter 6 presents an efficient and privacy-preserving multi-disease simultaneous diagnosis scheme over medical records with multiple labels. Finally, the authors conclude the monograph and discuss future research directions of privacy-preserving e-Healthcare services in Chapter 7.
商品描述(中文翻譯)
本書探討了新穎的準確且高效的隱私保護技術及其在電子健康服務中的應用。作者首先提供了電子健康的概述和一般架構,並深入討論了電子健康領域內的各種應用。同時,他們分析了電子健康服務中的隱私挑戰。接著,在第二章中,作者對其提出的解決方案中應用的隱私保護和機器學習技術進行了全面的回顧。具體而言,第三章提出了一種高效且隱私保護的相似病人查詢方案,適用於高維度和非對齊的基因組數據;第四章和第五章分別提出了一種準確且隱私保護的相似圖像檢索方案和醫療預診方案,適用於與維度相關的醫療影像和單標籤醫療記錄;第六章提出了一種高效且隱私保護的多疾病同時診斷方案,適用於具有多個標籤的醫療記錄。最後,作者在第七章中總結了本專著並討論了隱私保護電子健康服務的未來研究方向。
作者簡介
Dr. Dan Zhu is currently an associate professor with the School of Cybersecurity, Northwestern Polytechnical University. She received her B.Eng. degree in information security and Ph.D. degree in cyberspace security from Xidian University, China, in 2017 and 2022, respectively. Her research interests are in the areas of security and privacy in online medical services, secure similarity computing, and searchable encryption. Dr. Zhu has published 10 papers in high-reputation journals and conferences introducing IEEE TDSC, TSC, and INFOCOM.
Dr. Dengguo Feng received the BS degree from Shaanxi Normal University, Xi'an, China, in 1988, and the MS and PhD degrees from Xidian University, Xi'an, China, in 1993 and 1995, respectively. He is currently a professor with the Institute of Software, Chinese Academy of Sciences, Beijing, China. He was the recipient of the China National Funds for Distinguished Young Scientists. He is the vice-chairman of the Chinese Association for Cryptologic Research and a steering committee member of the Information Technology in National High-Tech R&D Program of China.
Dr. Xuemin (Sherman) Shen received the Ph.D. degree in electrical engineering from Rutgers University, New Brunswick, NJ, USA, in 1990. He is a University Professor with the Department of Electrical and Computer Engineering, University of Waterloo, Canada. His research focuses on network resource management, wireless network security, Internet of Things, 5G and beyond, and vehicular networks. Dr. Shen is a registered Professional Engineer of Ontario, Canada, an Engineering Institute of Canada Fellow, a Canadian Academy of Engineering Fellow, a Royal Society of Canada Fellow, a Chinese Academy of Engineering Foreign Member, and a Distinguished Lecturer of the IEEE Vehicular Technology Society and Communications Society. Dr. Shen received "West Lake Friendship Award" from Zhejiang Province in 2023, President's Excellence in Research from the University of Waterloo in 2022, the Canadian Award for Telecommunications Research from the Canadian Society of Information Theory (CSIT) in 2021, the R.A. Fessenden Award in 2019 from IEEE, Canada, Award of Merit from the Federation of Chinese Canadian Professionals (Ontario) in 2019, James Evans Avant Garde Award in 2018 from the IEEE Vehicular Technology Society, Joseph LoCicero Award in 2015 and Education Award in 2017 from the IEEE Communications Society (ComSoc), and Technical Recognition Award from Wireless Communications Technical Committee (2019) and AHSN Technical Committee (2013). He has also received the Excellent Graduate Supervision Award in 2006 from the University of Waterloo and the Premier's Research Excellence Award (PREA) in 2003 from the Province of Ontario, Canada. He serves/served as the General Chair for the 6G Global Conference'23, and ACM Mobihoc'15, Technical Program Committee Chair/Co-Chair for IEEE Globecom'24, 16 and 07, IEEE Infocom'14, IEEE VTC'10 Fall, and the Chair for the IEEE ComSoc Technical Committee on Wireless Communications. Dr. Shen is the President of the IEEE ComSoc. He was the Vice President for Technical & Educational Activities, Vice President for Publications, Member-at-Large on the Board of Governors, Chair of the Distinguished Lecturer Selection Committee, and Member of the IEEE Fellow Selection Committee of the ComSoc. Dr. Shen served as the Editor-in-Chief of the IEEE IoT JOURNAL, IEEE Network, and IET Communications.
作者簡介(中文翻譯)
丹朱博士目前是西北工業大學網路安全學院的副教授。她於2017年和2022年分別在西安電子科技大學獲得資訊安全的工學學士學位和網路空間安全的博士學位。她的研究興趣包括線上醫療服務的安全與隱私、安全相似性計算以及可搜尋加密。朱博士在高聲望的期刊和會議上發表了10篇論文,包括IEEE TDSC、TSC和INFOCOM。
馮登國博士於1988年在中國西安的陝西師範大學獲得學士學位,並於1993年和1995年在西安電子科技大學獲得碩士和博士學位。他目前是中國科學院軟體研究所的教授。他曾獲得中國國家傑出青年科學基金。他是中國密碼學研究協會的副會長,以及中國國家高科技研發計畫資訊技術指導委員會的成員。
沈學敏(Sherman)博士於1990年在美國新澤西州羅格斯大學獲得電機工程博士學位。他是加拿大滑鐵盧大學電機與計算機工程系的大學教授。他的研究專注於網路資源管理、無線網路安全、物聯網、5G及其後續技術,以及車輛網路。沈博士是加拿大安大略省的註冊專業工程師,加拿大工程學會會士,加拿大工程院會士,加拿大皇家學會會士,中國工程院外籍院士,以及IEEE車輛技術學會和通訊學會的傑出講師。沈博士於2023年獲得浙江省的「西湖友誼獎」,2022年獲得滑鐵盧大學的總統研究卓越獎,2021年獲得加拿大資訊理論學會(CSIT)的加拿大電信研究獎,2019年獲得IEEE加拿大的R.A. Fessenden獎,2019年獲得安大略省華人專業人士聯合會的優異獎,2018年獲得IEEE車輛技術學會的詹姆斯·埃文斯前衛獎,2015年獲得IEEE通訊學會的Joseph LoCicero獎和2017年的教育獎,以及2019年無線通訊技術委員會和2013年AHSN技術委員會的技術認可獎。他還於2006年獲得滑鐵盧大學的優秀研究生指導獎,以及2003年安大略省的省長研究卓越獎(PREA)。他擔任/曾擔任2023年6G全球會議和2015年ACM Mobihoc的總主席,IEEE Globecom 2024、2016和2007、IEEE Infocom 2014、IEEE VTC 2010秋季的技術程序委員會主席/共同主席,以及IEEE ComSoc無線通訊技術委員會的主席。沈博士是IEEE ComSoc的會長。他曾擔任技術與教育活動副會長、出版副會長、理事會成員、傑出講師選拔委員會主席,以及IEEE ComSoc的會士選拔委員會成員。沈博士曾擔任IEEE IoT JOURNAL、IEEE Network和IET Communications的主編。