Perturbation Based Privacy in Crowdsensing
暫譯: 基於擾動的群眾感知隱私保護

Zheng, Zhirun, Li, Zhetao, Shen, Xuemin

Perturbation Based Privacy in Crowdsensing
  • 出版商: Springer
  • 出版日期: 2025-07-22
  • 售價: $6,390
  • 貴賓價: 9.5 折 $6,071
  • 語言: 英文
  • 頁數: 179
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031950518
  • ISBN-13: 9783031950513
  • 相關分類: 資訊安全、資訊科學

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book investigates perturbation-based privacy in crowdsensing systems. The authors first present an explicit overview of crowdsensing systems and privacy challenges and briefly discuss how the noise added by perturbation-based privacy-preserving techniques could inevitably degrade data quality and facilitate the success of data poisoning attacks on crowdsensing.

The authors then give a comprehensive review of classical privacy notions for perturbation-based privacy-preserving techniques and theoretically analyze the relations between these privacy notions. The next four chapters conduct a series of studies on privacy preservation in crowdsensing systems from three dimensions of data privacy, data utility and data poisoning. Finally, the book explores open issues and outlines future research directions for perturbation-based privacy preservation in crowdsensing systems.

Advanced-level students majoring in the areas of network security, computer science and electrical engineering will find this book useful as a secondary text. Professionals seeking privacy-preserving solutions for crowdsensing systems will also find this book useful as a reference.

商品描述(中文翻譯)

本書探討了基於擾動的隱私在群眾感知系統中的應用。作者首先明確概述了群眾感知系統及其隱私挑戰，並簡要討論了基於擾動的隱私保護技術所添加的噪聲如何不可避免地降低數據質量，並促進數據中毒攻擊在群眾感知中的成功。

接著，作者對基於擾動的隱私保護技術的經典隱私概念進行了全面回顧，並理論上分析了這些隱私概念之間的關係。接下來的四章從數據隱私、數據效用和數據中毒三個維度對群眾感知系統中的隱私保護進行了一系列研究。最後，本書探討了未解決的問題，並概述了基於擾動的隱私保護在群眾感知系統中的未來研究方向。

主修網路安全、計算機科學和電機工程的高級學生將會發現本書作為輔助教材非常有用。尋求群眾感知系統隱私保護解決方案的專業人士也會發現本書作為參考資料非常有價值。

作者簡介

Dr. Zhirun Zheng received his B.S. in the School of Mathematics and Statistics, Henan University of Science and Technology, China, in 2017, and received his Ph.D. degree in the School of Mathematics and Computational Science, Xiangtan University, China, in 2024. From December 2022 to December 2023, he visited the Broadband Communications Research (BBCR) Lab, Department of Electrical and Computer Engineering, University of Waterloo, Canada. Since October 2024, he is a Postdoctoral Fellow in the Department of Artificial Intelligence, Ajou University, South Korea. His research interests are in the areas of security and privacy in Crowdsensing systems, artificial intelligence, and mobile networks. Dr. Zheng serves as TPC members of many conferences, including GLOBECOM and WCSP.

Dr. Zhetao Li is a professor in the College of Information Science and Technology, Jinan University. He received the B.Eng. degree in electrical information engineering from Xiangtan University in 2002, the M.Eng. degree in pattern recognition and intelligent systems from Beihang University in 2005, and the Ph.D. degree in computer application technology from Hunan University in 2010. From Dec 2013 to Dec 2014, he was a postdoc in wireless networks at Stony Brook University. He is a member of IEEE and CCF.

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 ad hoc and sensor 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 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, 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 served as the Technical Program Committee Chair/Co-Chair for IEEE Globecom'16, IEEE Infocom'14, IEEE VTC'10 Fall, IEEE Globecom'07, and the Chair for the IEEE Communications Society Technical Committee on Wireless Communications. Dr. Shen is the President Elect of the IEEE Communications Society. 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, Member of 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)

鄭志潤博士於2017年在中國河南科技大學數學與統計學院獲得學士學位，並於2024年在中國湘潭大學數學與計算科學院獲得博士學位。從2022年12月到2023年12月，他曾訪問加拿大滑鐵盧大學電機與計算機工程系的寬頻通信研究實驗室（BBCR）。自2024年10月起，他在韓國亞州大學人工智慧系擔任博士後研究員。他的研究興趣包括群眾感知系統的安全性與隱私、人工智慧及行動網路。鄭博士擔任多個會議的技術程序委員會成員，包括GLOBECOM和WCSP。

李哲濤博士是暨南大學資訊科學與技術學院的教授。他於2002年在湘潭大學獲得電氣信息工程的工學學士學位，於2005年在北京航空航天大學獲得模式識別與智能系統的工學碩士學位，並於2010年在湖南大學獲得計算機應用技術的博士學位。從2013年12月到2014年12月，他在聖地亞哥州立大學擔任無線網路的博士後研究員。他是IEEE和CCF的成員。

沈學敏（Sherman）博士於1990年在美國新澤西州拉德克利夫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特聘教授。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，以及車輛自組網和感測器網路。沈博士是加拿大安大略省的註冊專業工程師，加拿大工程學會院士，加拿大工程學院院士，加拿大皇家學會院士，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James Evans Avant Garde獎，2015年和2017年分別獲得IEEE通訊學會的Joseph LoCicero獎和教育獎，並於2019年和2013年獲得無線通信技術委員會和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年獲得安大略省省長的研究卓越獎（PREA）。他曾擔任IEEE Globecom'16、IEEE Infocom'14、IEEE VTC'10秋季、IEEE Globecom'07的技術程序委員會主席/聯合主席，以及IEEE通訊學會無線通信技術委員會的主席。沈博士是IEEE通訊學會的當選會長。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，以及通訊學會的IEEE Fellow選拔委員會成員。沈博士曾擔任IEEE IoT期刊、IEEE Network和IET Communications的主編。

類似商品