On the Design and Quantification of Privacy Preserving Data Mining Algorithms

Summary: EM-based distribution reconstruction that provably converges to the MLE from perturbed data, improving estimation accuracy and robustness with large samples. Defines quantitative privacy metrics to measure reconstruction loss and compare perturbation mechanisms, providing a foundation for evaluating privacy-preserving data mining. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 1241
Venue: PODS
Year: 2001
Pagerank: 0.00041235556
Overall Rank: 147 | 98.98%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Dakshi Agrawal
2. Charu C. Aggarwal

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
111	Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release	2007	PODS	0.00047073785
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
304	On the Complexity of Optimal K-Anonymity	2004	PODS	0.00028290121
568	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019949368
955	Privacy Preserving OLAP	2005	SIGMOD	0.00015075131
1,386	A Privacy-Preserving Index for Range Queries	2004	VLDB	0.00012261809
1,633	Injecting Utility into Anonymized Datasets	2006	SIGMOD	0.00011060784
1,735	On k-Anonymity and the Curse of Dimensionality	2005	VLDB	0.00010723402
2,119	Two Can Keep a Secret: A Distributed Architecture for Secure Database Services	2005	CIDR	9.5090272e-05
2,421	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8514021e-05
3,783	Time Series Compressibility and Privacy	2007	VLDB	6.7714995e-05
4,884	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8540287e-05
4,899	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8439867e-05
5,942	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2634242e-05
7,541	Privacy-Enhancing k-Anonymization of Customer Data	2005	PODS	4.7157092e-05
8,044	Information Theory for Data Management	2010	SIGMOD	4.5993522e-05
8,352	Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification	2008	SIGMOD	4.5386781e-05
8,353	To Do or Not To Do: The Dilemma of Disclosing Anonymized Data	2005	SIGMOD	4.5386781e-05
12,355	Information Theory For Data Management	2009	VLDB	4.1945683e-05
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 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

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,794	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9161511e-05
2,682	Personalized Privacy Preservation	2006	SIGMOD	8.3202837e-05
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
2,408	Estimating Numerical Distributions under Local Differential Privacy	2020	SIGMOD	8.8780076e-05
4,899	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8439867e-05
5,772	Mining Frequent Patterns with Differential Privacy	2013	VLDB	5.3322378e-05
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.00020147576
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074232718