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Database Anonymization: Privacy Models, Data Utility, and Microaggregation-based Inter-model Connections

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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.

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Diseases of the abdomen and Pelvis: Diagnostic Imaging and Interventional Techniques (Syllabus)
Diseases of the abdomen and Pelvis: Diagnostic Imaging and Interventional Techniques (Syllabus)

Written by internationally renowned experts, this is a collection of chapters dealing with imaging diagnosis and interventional therapies in abdominal and pelvic disease. The different topics are disease-oriented and encompass all the relevant imaging modalities including X-ray technology, nuclear medicine, ultrasound and magnetic resonance,...

Cereal Genomics: Methods and Protocols (Methods in Molecular Biology)
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CrackBerry: True Tales of BlackBerry Use and Abuse (Books for Professionals by Professionals)
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A delayed train, a dip in the conversation, an early morning hour with no sleep—during these moments, do you feel an overwhelming urge to grab your BlackBerry? Do you know someone else who does? If the answer is yes, then look no further than this one-of-a-kind book…

CrackBerry: True Tales of Blackberry Use and...


The Foundations of Signal Integrity
The Foundations of Signal Integrity

The first book to focus on the electromagnetic basis of signal integrity

The Foundations of Signal Integrity is the first of its kind—a reference that examines the physical foundation of system integrity based on electromagnetic theory derived from Maxwell's Equations. Drawing upon the cutting-edge...

Calculus Concepts: An Informal Approach to the Mathematics of Change (Textbooks Available with Cengage Youbook)
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This innovative text features a graphing calculator approach, incorporating real-life applications and such technology as graphing utilities and Excel spreadsheets to help students learn mathematical skills that they will use in their lives and careers. The texts overall goal is to improve learning of basic calculus concepts by involving...

CorelDRAW: The Official Guide
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The Only Corel-Authorized Guide to CorelDRAW X4

Create fine art and commercial graphics with one powerful tool! CorelDRAW X4: The Official Guide shows you how to get a visual message across with impact and style; edit photos; build captivating layouts; and compose scenes in a clean, attention-getting style. Learn how...

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