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MARC状态:审校 文献类型:西文图书 浏览次数:72

题名/责任者:
Privacy in dynamical systems / Farhad Farokhi, editor
出版发行项:
Singapore : Springer, 2020
ISBN:
9789811504921:
ISBN:
981150492X
载体形态项:
xvi, 286 pages : illustrations ; 24 cm.
其他载体形态:
Print version: Farokhi, Farhad Privacy in Dynamical Systems Singapore : Springer,c2020 9789811504921
附加个人名称:
Farokhi, Farhad, editor.
附加团体名称:
Ohio Library and Information Network.
论题主题:
Computer security.
中图法分类号:
TP309
书目附注:
Includes bibliographical references and index.
内容附注:
Part I: Statistical Data Privacy -- 1. Fisher Information Privacy with Application to Smart Meter Privacy Using HVAC Units -- 2. Smart Meter Privacy -- 3. Privacy Against Adversarial Hypothesis Testing: Theory and Application to Smart Meter Privacy Problem -- 4. Statistical Parameter Privacy -- 5. Privacy Verification and Enforcement via Belief Manipulation -- 6. Information-Theoretic Privacy through Chaos Synchronization and Optimal Additive Noise
摘要附注:
This book addresses privacy in dynamical systems, with applications to smart metering, traffic estimation, and building management. In the first part, the book explores statistical methods for privacy preservation from the areas of differential privacy and information-theoretic privacy (e.g., using privacy metrics motivated by mutual information, relative entropy, and Fisher information) with provable guarantees. In the second part, it investigates the use of homomorphic encryption for the implementation of control laws over encrypted numbers to support the development of fully secure remote estimation and control. Chiefly intended for graduate students and researchers, the book provides an essential overview of the latest developments in privacy-aware design for dynamical systems
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