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Advances in Information Security

Differential Privacy and Applications

Authors: Zhu, T., Li, G., Zhou, W., Yu, P.S.

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  • Presents differential privacy in a more comprehensive style
  • Provides detailed coverage on differential privacy in the perspective of engineering rather than computing theory
  • Includes examples on various applications that help readers understand how to implement differential privacy in real world applications, including data mining tasks and recommender systems
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eBook 96,29 €
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  • ISBN 978-3-319-62004-6
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Hardcover 119,99 €
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Softcover 119,99 €
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About this book

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 for researchers and engineers to implement differential privacy in real world applications.

Early chapters are focused on two major directions, differentially private data publishing and differentially private data analysis. Data publishing focuses on how to modify the original dataset or the queries with the guarantee of differential privacy. Privacy data analysis concentrates on how to modify the data analysis algorithm to satisfy differential privacy, while retaining a high mining accuracy. The authors also introduce several applications in real world applications, including recommender systems and location privacy

Advanced level students in computer science and engineering, as well as researchers and professionals working in privacy preserving, data mining, machine learning and data analysis will find this book useful as a reference. Engineers in database, network security, social networks and web services will also find this book useful.

Table of contents (15 chapters)

Table of contents (15 chapters)

Buy this book

eBook 96,29 €
price for India (gross)
  • ISBN 978-3-319-62004-6
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 119,99 €
price for India (gross)
  • ISBN 978-3-319-62002-2
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
Softcover 119,99 €
price for India (gross)
  • ISBN 978-3-319-87211-7
  • Free shipping for individuals worldwide
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Differential Privacy and Applications
Authors
Series Title
Advances in Information Security
Series Volume
69
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG
eBook ISBN
978-3-319-62004-6
DOI
10.1007/978-3-319-62004-6
Hardcover ISBN
978-3-319-62002-2
Softcover ISBN
978-3-319-87211-7
Series ISSN
1568-2633
Edition Number
1
Number of Pages
XIII, 235
Number of Illustrations
71 b/w illustrations
Topics

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