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Titlebook: Privacy Preservation in Distributed Systems; Algorithms and Appli Guanglin Zhang,Ping Zhao,Anqi Zhang Book 2024 The Editor(s) (if applicabl

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書目名稱Privacy Preservation in Distributed Systems
副標題Algorithms and Appli
編輯Guanglin Zhang,Ping Zhao,Anqi Zhang
視頻videohttp://file.papertrans.cn/756/755989/755989.mp4
概述Addresses privacy concerns related to Data Aggregation, Indoor Localization, and Mobile Edge Computing.Introduces innovative solutions and algorithms to tackle privacy challenges.Offers readers a forw
叢書名稱Signals and Communication Technology
圖書封面Titlebook: Privacy Preservation in Distributed Systems; Algorithms and Appli Guanglin Zhang,Ping Zhao,Anqi Zhang Book 2024 The Editor(s) (if applicabl
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..
出版日期Book 2024
關(guān)鍵詞Binary classifier; Data aggregation; Membership inference attacks; Membership privacy; Trace privacy; Tra
版次1
doihttps://doi.org/10.1007/978-3-031-58013-0
isbn_softcover978-3-031-58015-4
isbn_ebook978-3-031-58013-0Series ISSN 1860-4862 Series E-ISSN 1860-4870
issn_series 1860-4862
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
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