12 Differential Privacy and Federated Learning in Artificial Intelligence

Chapters in this book

1. Frontmatter I
2. Dedication V
3. Preface VII
4. Contents IX
5. Glossary
6. Introduction 1
7. Part I: Personal Data and Anonymization
8. 1 Data and Data Protection 7
9. 2 Personal Data 20
10. 3 Anonymous and Anonymized Data 89
11. Part II: Anonymizing Structured Data 113
12. 4 Infrastructure for Data 117
13. 5 De-Identification First 125
14. 6 Classic Approaches to Anonymizing Structured Data 131
15. 7 Differential Privacy 146
16. 8 Other Approaches 168
17. 9 Comparative Legal Evaluation 177
18. Part III: Anonymizing Unstructured Data
19. 10 Structured and Unstructured Data 193
20. 11 Anonymizing Text and Document Data 203
21. 12 Differential Privacy and Federated Learning in Artificial Intelligence 214
22. Part IV: Conclusion
23. 13 Future Developments 229
24. 14 Summary 232
25. Jurisdiction 235
26. Bibliography