Database Anonymization PDF
By:Josep Domingo-Ferrer,David Sánchez,Jordi Soria-Comas
Published on 2016-01-01 by Morgan & Claypool Publishers
The current social and economic context increasingly demands open data to improve scientific research and decision making. However, when published data refer to individual respondents, disclosure risk limitation techniques must be implemented to anonymize the data and guarantee by design the fundamental right to privacy of the subjects the data refer to. Disclosure risk limitation has a long record in the statistical and computer science research communities, who have developed a variety of privacy-preserving solutions for data releases. This Synthesis Lecture provides a comprehensive overview of the fundamentals of privacy in data releases focusing on the computer science perspective. Specifically, we detail the privacy models, anonymization methods, and utility and risk metrics that have been proposed so far in the literature. Besides, as a more advanced topic, we identify and discuss in detail connections between several privacy models (i.e., how to accumulate the privacy guarantees they offer to achieve more robust protection and when such guarantees are equivalent or complementary); we also explore the links between anonymization methods and privacy models (how anonymization methods can be used to enforce privacy models and thereby offer ex ante privacy guarantees). These latter topics are relevant to researchers and advanced practitioners, who will gain a deeper understanding on the available data anonymization solutions and the privacy guarantees they can offer.
This Book was ranked at 11 by Google Books for keyword medical computer applications anonymized.
Book ID of Database Anonymization's Books is oDlgCwAAQBAJ, Book which was written byJosep Domingo-Ferrer,David Sánchez,Jordi Soria-Comashave ETAG "6nsangf6Gqo"
Book which was published by Morgan & Claypool Publishers since 2016-01-01 have ISBNs, ISBN 13 Code is 9781627058445 and ISBN 10 Code is 1627058443
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