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Index
Cover
Half title
Copyright
Title
Contents
Acknowledgments
1 Introduction
Part I Online Social Networks and Information Disclosure
2 A Model for Online Social Networks
3 Types of Privacy Disclosure
3.1 Identity Disclosure
3.2 Attribute Disclosure
3.3 Social Link Disclosure
3.4 Affiliation Link Disclosure
4 Statistical Methods for Inferring Information in Networks
4.1 Entity Resolution
4.2 Collective Classification
4.3 Link Prediction
4.4 Group Detection
Part II Data Publishing and Privacy-Preserving Mechanisms
5 Anonymity and Differential Privacy
5.1 k-anonymity
5.2 l-diversity and t-closeness
5.3 Differential Privacy
5.4 Open Problems
6 Attacks and Privacy-preserving Mechanisms
6.1 Privacy Mechanisms for Social Networks
6.1.1 Anonymizing Network Structure
6.1.2 Anonymizing User Attributes and Network Structure
6.1.3 Privacy of Social Recommendation Algorithms
6.2 Privacy Mechanisms for Affiliation Networks
6.2.1 Anonymization
6.3 Privacy Mechanisms for Complex Networks
6.4 Open Problems
Part III Modeling, Evaluating, and Managing Users’ Privacy Risk
7 Models of Information Sharing
7.1 Information-sharing Model
7.2 Strategic Behavior and Information Sharing
7.3 Discussion and Summary of Results
7.4 Open Problems
8 Users’ Privacy Risk
8.1 Privacy-score Model
8.2 Methods for Computing the Privacy Score
8.2.1 Frequency-based Method
8.2.2 IRT-based Method
8.3 Discussion and Summary of Results
8.4 Open Problems
9 Management of Privacy Settings
9.1 A model for Managing Privacy Settings
9.2 Predicting Users’ Privacy Settings
9.3 Discussion and Summary of Results
9.4 Open Problems
Bibliography
Authors’ Biographies
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