Privacy Preservation in Distributed Systems: Algorithms and Applications

Zhang, Guanglin, Zhao, Ping, Zhang, Anqi

Privacy Preservation in Distributed Systems: Algorithms and Applications
  • 出版商: Springer
  • 出版日期: 2024-05-31
  • 售價: $6,520
  • 貴賓價: 9.5 折 $6,194
  • 語言: 英文
  • 頁數: 256
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031580125
  • ISBN-13: 9783031580123
  • 相關分類: Algorithms-data-structures

    • 海外代購書籍(需單獨結帳)

商品描述

This book provides a discussion of privacy in the following three parts: Privacy Issues in Data Aggregation; Privacy Issues in Indoor Localization; and Privacy-Preserving Offloading in MEC. In Part 1, the book proposes LocMIA, which shifts from membership inference attacks against aggregated location data to a binary classification problem, synthesizing privacy preserving traces by enhancing the plausibility of synthetic traces with social networks. In Part 2, the book highlights Indoor Localization to propose a lightweight scheme that can protect both location privacy and data privacy of LS. In Part 3, it investigates the tradeoff between computation rate and privacy protection for task offloading a multi-user MEC system, and verifies that the proposed load balancing strategy improves the computing service capability of the MEC system. In summary, all the algorithms discussed in this book are of great significance in demonstrating the importance of privacy.

商品描述(中文翻譯)

本書分為三個部分，討論了以下三個隱私議題：資料匯總中的隱私問題；室內定位中的隱私問題；以及MEC中的隱私保護卸載。在第一部分中，本書提出了LocMIA，將從對匯總位置數據的成員推斷攻擊轉變為二元分類問題，通過增強合成軌跡的可信度與社交網絡相結合，合成隱私保護軌跡。在第二部分中，本書強調室內定位，提出了一種輕量級方案，可以保護位置隱私和數據隱私。在第三部分中，本書研究了多用戶MEC系統中計算速率和隱私保護之間的平衡，並驗證了所提出的負載平衡策略改善了MEC系統的計算服務能力。總之，本書討論的所有算法都具有重要意義，展示了隱私的重要性。

作者簡介

Guanglin Zhang received the B.S. degree in Applied Mathematics from Shandong Normal University, Jinan, China, in 2003, the M.S. degree in Operational Research and Cybernetics from Shanghai University, Shanghai, China, in 2006, and the Ph.D. degree in Information and Communication Engineering from Shanghai Jiao Tong University, Shanghai, in 2012. From 2013 to 2014, he was a Post-Doctoral Research Associate with the Institute of Network Coding, The Chinese University of Hong Kong. He joined Donghua University, as an Associate Professor, in 2014, and was promoted to Full Professor in 2017. From 2015 to 2021, he was the Department Chair of Communication Engineering. From 2020 to 2023, he was the Associate Dean of the College of Information Science and Technology, Donghua University. He is currently the Special Appointment Eastern Scholar Professor, the Director of the Office of Talent Affairs, and an Associate Director of the Department of Human Resources, Donghua University. His research interests include online algorithms, capacity scaling of wireless networks, vehicular networks, smart microgrids, and mobile edge computing. He serves as a Technical Program Committee Member for IEEE GLOBECOM 2016-2017, IEEE ICC 2014, 2015, and 2017, IEEE VTC 2017 Fall, IEEE/CIC ICCC 2014, WCSP 2014, APCC 2013, and WASA 2012. He serves as the Local Arrangement Chair for ACM TURC 2017 and the Vice TPC Co-Chair for ACM TURC 2018. He serves as an Editor on the Editorial Board for China Communications. He is an Associate Editor for the Journal of Computers and Electrical Engineering.

Ping Zhao received the Ph.D. degree from School of Electronic Information and Communications, Huazhong University of Science and Technology in 2018. Thereafter, she joined the faculty of Donghua University where she is currently an associate professor. Her research interests are in the area of wireless communication networking, mobile computing, and data security. She served a Guest Editor of International Distributed Sensor Network 2020, the Web Chair and Publication Chair of International Conference on Edge Computing and IoT: Systems, Management and Security 2020 and 2022, and the Vice Technical Program Co-Chairs of International Symposium on Computing and Artificial Intelligence 2023. She received the ACM Wuhan Doctoral Dissertation Award in 2019, and the Excellent Reviewer For IEEE Transactions on Network Science and Engineering in 2022.

Anqi Zhang received the Master degree from Donghua University in 2021. She is currently pursuing the Ph.D. degree in the College of Information Science and Technology, Donghua University. Her research interests include the area of wireless communication networking, attack and defense in machine learning and data privacy. Mainly focus on the privacy and robustness in federated learning.

作者簡介(中文翻譯)

Guanglin Zhang於2003年獲得山東師範大學應用數學學士學位，2006年獲得上海大學運籌學與控制論碩士學位，2012年獲得上海交通大學信息與通信工程博士學位。從2013年到2014年，他在香港中文大學網絡編碼研究所擔任博士後研究員。他於2014年加入東華大學，擔任副教授，並於2017年晉升為教授。從2015年到2021年，他擔任通信工程系主任。從2020年到2023年，他擔任東華大學信息科學與技術學院副院長。他目前擔任東華大學特聘東方學者教授、人才事務辦公室主任和人力資源部副主任。他的研究興趣包括在線算法、無線網絡的容量擴展、車載網絡、智能微電網和移動邊緣計算。他曾擔任IEEE GLOBECOM 2016-2017、IEEE ICC 2014、2015和2017、IEEE VTC 2017 Fall、IEEE/CIC ICCC 2014、WCSP 2014、APCC 2013和WASA 2012的技術程序委員會成員。他曾擔任ACM TURC 2017的本地安排主席和ACM TURC 2018的副技術程序委員會聯合主席。他是《中國通信》編輯委員會的編輯，也是《計算機與電氣工程學報》的副編輯。

Ping Zhao於2018年從華中科技大學電子信息與通信學院獲得博士學位。之後，她加入了東華大學的教職，目前擔任副教授。她的研究興趣涉及無線通信網絡、移動計算和數據安全領域。她曾擔任2020年國際分佈式感知器網絡的客座編輯，2020年和2022年國際邊緣計算和物聯網：系統、管理和安全國際會議的網絡主席和出版主席，以及2023年國際計算和人工智能研討會的副技術程序委員會聯合主席。她於2019年獲得ACM武漢博士論文獎，並於2022年獲得IEEE Transactions on Network Science and Engineering的優秀審稿人獎。

Anqi Zhang於2021年獲得東華大學碩士學位，目前正在攻讀東華大學信息科學與技術學院的博士學位。她的研究興趣包括無線通信網絡、機器學習中的攻擊和防禦以及數據隱私。主要關注聯邦學習中的隱私和韌性。

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