Differential Privacy and Applications
This book focuses on differential privacy and its application with an emphasis on technical and application aspects. This book also presents the most recent research on differential privacy with a theory perspective. It provides an approachable strategy f
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Tianqing Zhu Gang Li Wanlei Zhou Philip S. Yu
Differential Privacy and Applications
Advances in Information Security Volume 69
Series editor Sushil Jajodia, George Mason University, Fairfax, VA, USA
More information about this series at http://www.springer.com/series/5576
Tianqing Zhu • Gang Li • Wanlei Zhou Philip S. Yu
Differential Privacy and Applications
123
Tianqing Zhu Deakin University Melbourne, Australia
Gang Li Deakin University Melbourne, Australia
Wanlei Zhou Deakin University Melbourne, Australia
Philip S. Yu University of Illinois at Chicago Chicago, IL, USA
ISSN 1568-2633 Advances in Information Security ISBN 978-3-319-62002-2 ISBN 978-3-319-62004-6 (eBook) DOI 10.1007/978-3-319-62004-6 Library of Congress Control Number: 2017946488 © Springer International Publishing AG 2017 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, express 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. Printed on acid-free paper This Springer imprint is published by Springer Nature The registered company is Springer International Publishing AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Preface
Corporations, organizations, and governments have collected, digitized, and stored information in digital forms since the invention of computers, and the speed of such data collection and volumes of stored data have increased dramatically over the past few years, thanks to the pervasiveness of computing devices and the associated applications that are closely linked to our daily lives. For example, hospitals collect records of patients, search engines collect online behaviors of users, social network sites collect connected friends of people, e-commerce sites collect shopping habits of customers, and toll road authorities collect travel details of vehicles. Such huge amounts of datasets provide excellent opportunities for businesses and governments to improve their services and to brin
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