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Privacy in dynamical systems

Farokhi, Farhad.

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Privacy in dynamical systems

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Privacy in dynamical systems/ edited by Farhad Farokhi.
其他作者:	Farokhi, Farhad.
出版者:	Singapore :Springer Singapore : : 2020.,
面頁冊數:	xvi, 286 p. :ill., digital ;24 cm.
內容註:	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.
Contained By:	Springer eBooks
標題:	Computer security. -
電子資源:	https://doi.org/10.1007/978-981-15-0493-8
ISBN:	9789811504938

Privacy in dynamical systems
Privacy in dynamical systems[electronic resource] /edited by Farhad Farokhi. - Singapore :Springer Singapore :2020. - xvi, 286 p. :ill., digital ;24 cm.

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.

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.

ISBN: 9789811504938

Standard No.: 10.1007/978-981-15-0493-8doiSubjects--Topical Terms:

540555
Computer security.

LC Class. No.: QA76.9.A25 / P758 2020

Dewey Class. No.: 005.8

Privacy in dynamical systems
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505 0 $a 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.
520 $a 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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