Liu, Wen Ming.

Preserving Privacy Against Side-Channel Leaks From Data Publishing to Web Applications / [electronic resource] : by Wen Ming Liu, Lingyu Wang. - XIII, 142 p. 19 illus., 1 illus. in color. online resource. - Advances in Information Security, 68 1568-2633 ; . - Advances in Information Security, 68 .

Introduction -- Related Work -- Data Publishing: Trading off Privacy with Utility through the k-Jump Strategy -- Data Publishing: A Two-Stage Approach to Improving Algorithm Efficiency -- Web Applications: k-Indistinguishable Traffic Padding -- Web Applications: Background-Knowledge Resistant Random Padding -- Smart Metering: Inferences of Appliance Status from Fine-Grained Readings -- The Big Picture: A Generic Model of Side-Channel Leaks -- Conclusion.

This book offers a novel approach to data privacy by unifying side-channel attacks within a general conceptual framework. This book then applies the framework in three concrete domains. First, the book examines privacy-preserving data publishing with publicly-known algorithms, studying a generic strategy independent of data utility measures and syntactic privacy properties before discussing an extended approach to improve the efficiency. Next, the book explores privacy-preserving traffic padding in Web applications, first via a model to quantify privacy and cost and then by introducing randomness to provide background knowledge-resistant privacy guarantee. Finally, the book considers privacy-preserving smart metering by proposing a light-weight approach to simultaneously preserving users' privacy and ensuring billing accuracy. Designed for researchers and professionals, this book is also suitable for advanced-level students interested in privacy, algorithms, or web applications.

9783319426440

10.1007/978-3-319-42644-0 doi


Computer science.
Computer communication systems.
Computer security.
Data encryption (Computer science).
Computers.
Computer Science.
Systems and Data Security.
Data Encryption.
Information Systems and Communication Service.
Computer Communication Networks.

QA76.9.A25

005.8