Privacy-Preserving Data Mining

Summary: Privacy-preserving data mining: build models from perturbed training data without access to exact individual records. Introduces a reconstruction procedure to recover the original-data distributions, enabling decision-tree classifiers with accuracy close to that achieved with original data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3267
Venue: SIGMOD
Year: 2000
Pagerank: 0.0003804755
Overall Rank: 70 | 99.53%
DOI: 10.1145/342009.335438

Incoming Non-self Citations Over Time

Authors

1. Rakesh Agrawal (IBM)
2. Ramakrishnan Srikant (IBM)

BibTeX Citation

@inproceedings{agrawal_sigmod00,
        title = {{Privacy-Preserving Data Mining}},
        author = {Agrawal, Rakesh and Srikant, Ramakrishnan},
        series = {{SIGMOD} '00},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/342009.335438},
        url = {https://dl.acm.org/doi/10.1145/342009.335438},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 51 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
12,809	Privacy in Data Systems	2003	PODS	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
249	Statistical Databases: Characteristics, Problems, and Some Solutions	1982	VLDB	0.00023275528
440	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00018409145
952	Recovering Information from Summary Data	1997	VLDB	0.00013010681
1,081	A study on the protection of statistical data bases	1977	SIGMOD	0.00012257715
1,183	An Analytic Approach to Statistical Databases	1983	VLDB	0.00011778053
1,485	SPRINT: A Scalable Parallel Classifier for Data Mining	1996	VLDB	0.00010628998

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2	4,559	Deriving Private Information from Randomized Data	2005	SIGMOD
3	10,335	A General Framework for Per-record Differential Privacy	2026	SIGMOD
4	2,856	Publishing Set-Valued Data via Differential Privacy	2011	VLDB
5	4,029	Differential Privacy in Telco Big Data Platform	2015	VLDB
6	5,538	Mining Frequent Patterns with Differential Privacy	2013	VLDB
7	218	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS
8	1,217	Maintaining Data Privacy in Association Rule Mining	2002	VLDB
9	244	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS
10	12,809	Privacy in Data Systems	2003	PODS