PrivateClean: Data Cleaning and Differential Privacy

Summary: PrivateClean combines privacy-aware cleaning with differential privacy, generating private numeric and discrete datasets and enabling privacy-preserving aggregates. A bipartite graph over dirty-clean pairs estimates biases and guides privacy tuning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5276
Venue: SIGMOD
Year: 2016
Pagerank: 6.0058132e-05
Overall Rank: 4,664 | 67.59%
DOI: 10.1145/2882903.2915248

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,067	APEx: Accuracy-Aware Differentially Private Data Exploration	2019	SIGMOD	5.2241487e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7135369e-05
10,522	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1905499e-05
11,321	Building a Shared Conceptual Model of Complex, Heterogeneous Data Systems: A Demonstration	2022	CIDR	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074213516
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053910987
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
430	Approximate Query Processing: Taming the TeraBytes! A Tutorial	2001	VLDB	0.00023406426
799	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00016479804
1,566	PrivBasis: Frequent Itemset Mining with Differential Privacy	2012	VLDB	0.00011324162
1,681	GUPT: Privacy Preserving Data Analysis Made Easy	2012	SIGMOD	0.00010922454
2,177	A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data	2014	SIGMOD	9.371335e-05
2,424	The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing	2014	SIGMOD	8.8415494e-05
2,995	A Sampling Algebra for Aggregate Estimation	2013	VLDB	7.7606324e-05
3,071	CrowdFill: Collecting Structured Data from the Crowd	2014	SIGMOD	7.6120337e-05
3,103	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5578714e-05
4,905	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8382391e-05
8,590	Wisteria: Nurturing Scalable Data Cleaning Infrastructure	2015	VLDB	4.4851741e-05
8,703	Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views	2015	VLDB	4.4596255e-05
8,950	Non-Reversible Privacy Transformations	1982	PODS	4.4209796e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,607	Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets	2014	VLDB	0.00011171719
3,382	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1538038e-05
7,441	Continual Observation of Joins under Differential Privacy	2024	SIGMOD	4.7251588e-05
12,625	Privacy in Data Systems	2003	PODS	4.1905499e-05
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148
1,740	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010696383
10,522	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1905499e-05
6,480	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0396886e-05
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053910987
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1905499e-05