Differential Privacy
Benefits & Challenges
References
| 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. |
| E. Devaux. What is Differential Privacy: definition, mechanisms, and examples. 2022. (visited on 05/08/2023). |
| M. U. Hassan, M. H. Rehmani, and J. Chen. “Differential Privacy Techniques for Cyber Physical Systems: A Survey”. In: IEEE Communications Surveys & Tutorials 22.1 (2020), pp. 746–789. doi: 10.1109/COMST.2019.2944748. |
| C. Dilmegani. Differential Privacy: How It Works, Benefits & Use Cases in 2023. 2022. (visited on 05/08/2023). |
| A. Nguyen. Understanding Differential Privacy. 2019. (visited on 05/08/2023). |
References
| J. Near, D. Darais, and K. Boeckl. Differential Privacy for Privacy-Preserving Data Analysis: An Introduction to our Blog Series. 2020. (visited on 05/08/2023). |
| S. L. Garfinkel, J. M. Abowd, and S. Powazek. “Issues encountered deploying differential privacy”. In: Proceedings of the 2018 Workshop on Privacy in the Electronic Society. 2018, pp. 133–137. doi: 10.1145/3267323.3268949. |
| M. B. Hawes. “Implementing Differential Privacy: Seven Lessons From the 2020 United States Census”. In: Harvard Data Science Review 2.2 (2020). |
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