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Differential Privacy and Applications

Overview of attention for book
Cover of 'Differential Privacy and Applications'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Introduction
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    Chapter 2 Preliminary of Differential Privacy
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    Chapter 3 Differentially Private Data Publishing: Settings and Mechanisms
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    Chapter 4 Differentially Private Data Publishing: Interactive Setting
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    Chapter 5 Differentially Private Data Publishing: Non-interactive Setting
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    Chapter 6 Differentially Private Data Analysis
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    Chapter 7 Differentially Private Deep Learning
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    Chapter 8 Differentially Private Applications: Where to Start?
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    Chapter 9 Differentially Private Social Network Data Publishing
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    Chapter 10 Differentially Private Recommender System
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    Chapter 11 Privacy Preserving for Tagging Recommender Systems
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    Chapter 12 Differentially Location Privacy
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    Chapter 13 Differentially Private Spatial Crowdsourcing
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    Chapter 14 Correlated Differential Privacy for Non-IID Datasets
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    Chapter 15 Future Directions and Conclusion
Attention for Chapter 7: Differentially Private Deep Learning
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