Privacy in Dynamical Systems
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 an
- PDF / 6,815,440 Bytes
- 290 Pages / 453.544 x 683.151 pts Page_size
- 26 Downloads / 230 Views
Privacy in Dynamical Systems
Privacy in Dynamical Systems
Farhad Farokhi Editor
Privacy in Dynamical Systems
123
Editor Farhad Farokhi Department of Electrical and Electronic Engineering The University of Melbourne and CSIRO’s Data61 Melbourne, VIC, Australia
ISBN 978-981-15-0492-1 ISBN 978-981-15-0493-8 https://doi.org/10.1007/978-981-15-0493-8
(eBook)
© Springer Nature Singapore Pte Ltd. 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore
To Jodie and my parents
Preface
Privacy literature within the computer-science community has been mostly focused on responding to queries on large static datasets kept securely by a data curator. In practice, however, the underlying data in possession of the curator might change over time, sometimes according to a dynamical system. This has motivated a body of research on privacy in dynamical systems. This book attempts at presenting the state-of-the-art in this relatively new field of research. The contributions of this book focus on two distinct approaches for providing privacy. One approach is based on statistics. The authors in this case use randomness to ensure privacy and rely on information-theoretic measures of privacy or differential privacy. The other approach is based on using multi-party secure computation and homomorphic encryption for restricting access to private data. In what follows, I provide a brief summary of the contributions in this book. In Chap. 1, the authors propose a measure of privacy using the Fisher information. They particularly focus on smart meter privacy and use heating, ventilation, and air conditioning units for masking private information that can be extracted from the energy cons
Data Loading...
