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: 0.00041196325
Overall Rank: 148 | 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	0.00047047599
137	Revealing Information while Preserving Privacy	2003	PODS	0.00042381562
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00037858416
305	On the Complexity of Optimal K-Anonymity	2004	PODS	0.00028264843
567	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019940193
957	Privacy Preserving OLAP	2005	SIGMOD	0.00015065499
1,383	A Privacy-Preserving Index for Range Queries	2004	VLDB	0.00012262651
1,639	Injecting Utility into Anonymized Datasets	2006	SIGMOD	0.00011049413
1,733	On k-Anonymity and the Curse of Dimensionality	2005	VLDB	0.00010715774
2,116	Two Can Keep a Secret: A Distributed Architecture for Secure Database Services	2005	CIDR	9.5135165e-05
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
3,788	Time Series Compressibility and Privacy	2007	VLDB	6.7624343e-05
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05
4,905	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8382391e-05
5,944	SAM: Database Generation from Query Workloads with Supervised Autoregressive Models	2022	SIGMOD	5.2583712e-05
7,475	Privacy-Enhancing k-Anonymization of Customer Data	2005	PODS	4.714352e-05
8,046	Information Theory for Data Management	2010	SIGMOD	4.5949091e-05
8,348	Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification	2008	SIGMOD	4.5343355e-05
8,349	To Do or Not To Do: The Dilemma of Disclosing Anonymized Data	2005	SIGMOD	4.5343355e-05
12,363	Information Theory For Data Management	2009	VLDB	4.1905499e-05
12,625	Privacy in Data Systems	2003	PODS	4.1905499e-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	0.00074213516

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,795	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9104664e-05
137	Revealing Information while Preserving Privacy	2003	PODS	0.00042381562
2,656	Personalized Privacy Preservation	2006	SIGMOD	8.3636527e-05
2,408	Estimating Numerical Distributions under Local Differential Privacy	2020	SIGMOD	8.8694564e-05
4,905	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8382391e-05
5,773	Mining Frequent Patterns with Differential Privacy	2013	VLDB	5.3300095e-05
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.0002012549
12,625	Privacy in Data Systems	2003	PODS	4.1905499e-05
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00037858416
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074213516