数据隐私
- [1]J. Domingo-Ferrer, D. Sánchez, and J. Soria-Comas, Database Anonymization, 1st ed. in Synthesis Lectures on Information Security, Privacy, and Trust. Cham: Springer International Publishing, 2022. doi: 10.1007/978-3-031-02347-7.
- [2]J. P. Near and C. Abuah, Programming Differential Privacy. 2026. Accessed: Nov. 01, 2026. [HTML and PDF]. Available: https://programming-dp.com/ Note: Date identifies the PDF revision.免费资源:
- Read online (CC-BY-NC-SA-4.0)
- PDF (CC-BY-NC-SA-4.0)
- Source and notebooks (GitHub)
- [3]C. Dwork and A. Roth, The Algorithmic Foundations of Differential Privacy. in Foundations and Trends in Theoretical Computer Science. now Publishers, 2014. doi: 10.1561/0400000042.其它链接:免费资源:
- Author-hosted PDF (Pagination differs from the published book.)
- [4]E. Cowan, M. Shoemate, and M. Pereira, Hands-On Differential Privacy. O’Reilly Media, Inc., 2024. Accessed: Nov. 01, 2026. [eBook]. Available: https://www.oreilly.com/library/view/hands-on-differential-privacy/9781492097730/
- [5]N. Li, “Data Security and Privacy.” Spring 2022. Accessed: Nov. 01, 2026. [PDF, Google Slides, and Jupyter notebooks]. Available: https://www.cs.purdue.edu/homes/ninghui/courses/Spring22/lectures.html机构:
- Purdue University
其它链接:免费资源:- Lecture slides
- Week 1: Introduction and UNIX access control (PDF)
- Week 2: Discretionary access control weaknesses (PDF)
- Week 3: Multilevel security and integrity (PDF)
- Week 4: Non-interference and role-based access control (PDF)
- Week 5: k-Anonymity, l-Diversity, t-Closeness, and reconstruction attacks (PDF)
- Week 6: Differential privacy (PDF)
- Week 7: Local differential privacy (PDF)
- Week 8: What does differential privacy mean? (Google Slides)
- Week 11: Differentially private histograms (PDF)
- Week 12: Marginal queries (PPTX)
- Week 12: Sparse vector technique (PDF)
- Week 13: Symmetric cryptography (PDF)
- Week 13: Asymmetric cryptography (PDF)
- Week 14: Homomorphic encryption (PDF)
- Week 14: Secure function evaluation (PDF)
- Assignments