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: 5275
Venue: SIGMOD
Year: 2016
Pagerank: 6.0115918e-05
Overall Rank: 4,668 | 67.53%
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
6,065	APEx: Accuracy-Aware Differentially Private Data Exploration	2019	SIGMOD	5.2291685e-05
7,485	Differentially Private Data Generation with Missing Data	2024	VLDB	4.7180617e-05
10,513	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1945683e-05
11,319	Building a Shared Conceptual Model of Complex, Heterogeneous Data Systems: A Demonstration	2022	CIDR	4.1945683e-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	0.00074232718
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053933811
265	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029763412
449	Approximate Query Processing: Taming the TeraBytes! A Tutorial	2001	VLDB	0.00022846068
814	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00016370594
1,567	PrivBasis: Frequent Itemset Mining with Differential Privacy	2012	VLDB	0.0001133268
1,681	GUPT: Privacy Preserving Data Analysis Made Easy	2012	SIGMOD	0.00010929746
2,184	A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data	2014	SIGMOD	9.3429789e-05
2,365	The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing	2014	SIGMOD	8.9551432e-05
2,995	A Sampling Algebra for Aggregate Estimation	2013	VLDB	7.7587199e-05
3,067	CrowdFill: Collecting Structured Data from the Crowd	2014	SIGMOD	7.6180371e-05
3,097	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5647028e-05
4,899	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8439867e-05
8,593	Wisteria: Nurturing Scalable Data Cleaning Infrastructure	2015	VLDB	4.4891474e-05
8,728	Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views	2015	VLDB	4.4589711e-05
8,946	Non-Reversible Privacy Transformations	1982	PODS	4.4252228e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,602	Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets	2014	VLDB	0.00011199166
3,381	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1604078e-05
5,885	Continual Observation of Joins under Differential Privacy	2024	SIGMOD	5.2880878e-05
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05
1,627	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011086905
1,738	PrivateSQL: A Differentially Private SQL Query Engine	2019	VLDB	0.00010720057
10,513	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1945683e-05
6,486	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0445043e-05
83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053933811
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1945683e-05