Guide to Differential Privacy Modifications : A Taxonomy of Variants and Extensions /
Shortly after it was first introduced in 2006, differential privacy became the flagship data privacy definition. Since then, numerous variants and extensions were proposed to adapt it to different scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensio...
| Main Authors: | , |
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| Corporate Author: | |
| Format: | Book |
| Language: | English |
| Published: |
Cham :
Springer International Publishing : Imprint: Springer,
2022
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| Edition: | 1st ed. 2022 |
| Series: | Computer Science (SpringerNature-11645)
SpringerBriefs in Computer Science, SpringerBriefs in computer science |
| Subjects: |
Table of Contents:
- 1. Introduction
- 2. Differential Privacy
- 3. Quantification of privacy loss
- 4. Neighborhood definition (N)
- 5. Variation of privacy loss (V)
- 6. Background knowledge (B)
- 7. Change in formalism (F)
- 8. Relativization of the knowledge gain (R)
- 9. Computational power (C)
- 10. Summarizing table
- 11. Scope and related work
- 12. Conclusion