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Privacy-Preserving Data Publishing: An Overview

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Privacy-Preserving Data Publishing: An Overview Cover

 

Synopses & Reviews

Publisher Comments:

Privacy preservation has become a major issue in many data analysis applications. When a data set is released to other parties for data analysis, privacy-preserving techniques are often required to reduce the possibility of identifying sensitive information about individuals. For example, in medical data, sensitive information can be the fact that a particular patient suffers from HIV. In spatial data, sensitive information can be a specific location of an individual. In web surfing data, the information that a user browses certain websites may be considered sensitive. Consider a dataset containing some sensitive information is to be released to the public. In order to protect sensitive information, the simplest solution is not to disclose the information. However, this would be an overkill since it will hinder the process of data analysis over the data from which we can find interesting patterns. Moreover, in some applications, the data must be disclosed under the government regulations. Alternatively, the data owner can first modify the data such that the modified data can guarantee privacy and, at the same time, the modified data retains sufficient utility and can be released to other parties safely. This process is usually called as privacy-preserving data publishing. In this monograph, we study how the data owner can modify the data and how the modified data can preserve privacy and protect sensitive information. Table of Contents: Introduction / Fundamental Concepts / One-Time Data Publishing / Multiple-Time Data Publishing / Graph Data / Other Data Types / Future Research Directions

Product Details

ISBN:
9781608452163
Author:
Wong, Raymond
Publisher:
Morgan & Claypool
Author:
Fu, Ada
Subject:
Database Management - Database Mining
Subject:
Computers-Reference - General
Publication Date:
20100231
Binding:
TRADE PAPER
Language:
English
Pages:
140
Dimensions:
7.51x9.25x.29 in. .56 lbs.

Related Subjects

Computers and Internet » Computers Reference » General
Computers and Internet » Computers Reference » Social Aspects » Human and Computer Interaction
Computers and Internet » Networking » Computer Security
Engineering » Communications » Telephony
Health and Self-Help » Health and Medicine » Medical Specialties

Privacy-Preserving Data Publishing: An Overview New Trade Paper
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Product details 140 pages Morgan & Claypool - English 9781608452163 Reviews:
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