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portada Privacy Preservation in Distributed Systems: Algorithms and Applications
Type
Physical Book
Author
Publisher
Language
English
Pages
256
Format
Hardcover
ISBN13
9783031580123
Categories

Privacy Preservation in Distributed Systems: Algorithms and Applications

Ping Zhao (Author) · Guanglin Zhang (Author) · Anqi Zhang (Author) · Springer · Hardcover

Privacy Preservation in Distributed Systems: Algorithms and Applications - Zhang, Guanglin ; Zhao, Ping ; Zhang, Anqi

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Synopsis "Privacy Preservation in Distributed Systems: Algorithms and Applications"

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.

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