Differential Privacy

Definitions & Characteristics

Slide 1
Slide 2
Slide 3
Slide 4
Slide 5
Slide 6
Slide 7
Slide 8
Slide 9
Slide 10
Slide 11
Slide 12
Slide 13
Slide 14
Slide 15
Slide 16
Slide 17

References

Note: The sources marked in purple are ideal for further reading, particularly for a non-technical audience. Tester
A. Wood, M. Altman, A. Bembenek, M. Bun, M. Gaboardi, J. Honaker, K. Nissim, D. O’Brien, T. Steinke, and S. Vadhan. “Differential Privacy: A Primer for a Non-Technical Audience”. In: Vanderbilt Journal of Entertainment & Technology Law 21. 17 (2018). Berkman Klein Center Research Publication No. 2019-2. doi: 10.2139/ssrn.3338027.
C. Dwork, F. McSherry, K. Nissim, and A. Smith. “Differential Privacy — A Primer for the Perplexed”. In: Joint UNECE/Eurostat work session on statistical data confidentiality 11 (2011).
C. Dwork and A. Roth. “The algorithmic foundations of differential privacy”. In: Foundations and Trends in Theoretical Computer Science 9.3–4 (2014), pp. 211–407. doi: 10.1561/0400000042.
S. Fathima. What is Differential Privacy? 2020. (visited on 05/08/2023).
S. Fathima. Query “Sensitivity” types and effects on Differential Privacy Mechanism. 2020. (visited on 05/08/2023).
C. Dwork. “The promise of differential privacy: a tutorial on algorithmic techniques”. In: 2011 IEEE 52nd Annual Symposium on Foundations of Computer Science, D (Oct. 2011). 2011. pp. 1–2. 10.1109/FOCS.2011.88: 10.1109/FOCS.2011.88.
S. Fathima. Global vs Local Differential Privacy. 2020. (visited on 05/08/2023).

References

Note: The sources marked in purple are ideal for further reading, particularly for a non-technical audience. Tester
C. Dwork. “Differential privacy”. In: Automata, Languages and Programming: 33rd International Colloquium, ICALP 2006, Venice, Italy, July 10-14, 2006, Proceedings, Part II 33. Springer. 2006, pp. 1–12.
A. Nguyen. Understanding Differential Privacy. 2019. (visited on 05/08/2023).
S. Fathima. Differential Privacy Definition. 2020. (visited on 05/08/2023).
M. Aitsam. “Differential privacy made easy”. In: 2022 International Conference on Emerging Trends in Electrical, Control, and Telecommunication Engineering (ETECTE). IEEE. 2022. pp. 1–7. doi: 10.48550/arXiv.2201.00099.
C. Dwork. “Differential privacy: A survey of results”. In: Theory and Applications of Models of Computation: 5th International Conference, TAMC 2008, Xi’an, China, April 25-29, 2008. Proceedings 5. Springer. 2008, pp. 1–19. isbn: 978-3-540-79228-4. doi: 10.1007/978-3-540-79228-4_1.
S. Fathima. Differential Privacy — Noise adding Mechanisms. 2020. (visited on 05/08/2023).
E. Devaux. What is Differential Privacy: definition, mechanisms, and examples. 2022. (visited on 05/08/2023).

Congratulations, you've completed all chapters!

You've completed all chapters. You can review the course or start a new one.