Differential Privacy in Data Publication and Analysis

Summary: Tutorial on differential privacy for data publication and analysis, from a database perspective. Presents DP basics, state-of-the-art, limitations, and open problems, highlighting DP as a replacement for prior-knowledge-sensitive privacy models. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4562
Venue: SIGMOD
Year: 2012
Pagerank: 5.0445043e-05
Overall Rank: 6,486 | 54.88%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,545	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4462098e-05
5,687	Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges	2017	SIGMOD	5.3706593e-05
11,484	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
111	Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release	2007	PODS	0.00047073785
178	Boosting the Accuracy of Differentially Private Histograms Through Consistency	2010	VLDB	0.00037697111
225	Generalizing Data to Provide Anonymity when Disclosing Information	1998	PODS	0.00032707646
715	Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption	2010	SIGMOD	0.00017725693
742	Optimizing Linear Counting Queries Under Differential Privacy	2010	PODS	0.00017360873
878	Differentially Private Data Cubes: Optimizing Noise Sources and Consistency	2011	SIGMOD	0.00015702437
1,465	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011860847
2,274	An Adaptive Mechanism for Accurate Query Answering under Differential Privacy	2012	VLDB	9.1297703e-05
2,776	iReduct: Differential Privacy with Reduced Relative Errors	2011	SIGMOD	8.1326122e-05
3,874	Personalized Social Recommendations - Accurate or Private?	2011	VLDB	6.6767405e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,682	Personalized Privacy Preservation	2006	SIGMOD	8.3202837e-05
1,465	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011860847
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05
12,160	Database Access Control & Privacy: Is There A Common Ground?	2011	CIDR	4.1945683e-05
6,970	Architecting a Differentially Private SQL Engine	2019	CIDR	4.8796169e-05
3,097	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5647028e-05
11,484	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1945683e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1945683e-05
5,687	Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges	2017	SIGMOD	5.3706593e-05
5,545	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4462098e-05