rho-uncertainty: Inference-Proof Transaction Anonymization

Summary: rho-uncertainty is the first inference-proof privacy notion for transaction anonymization, guarding sensitive-item associations regardless of adversary knowledge without falsifying data. A hybrid generalization-suppression scheme achieves this with non-trivial information loss and outperforms perturbation baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10147
Venue: VLDB
Year: 2010
Pagerank: 5.4828795e-05
Overall Rank: 5,483 | 61.86%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,567	PrivBasis: Frequent Itemset Mining with Differential Privacy	2012	VLDB	0.0001133268
2,685	On Differentially Private Frequent Itemset Mining	2013	VLDB	8.3070708e-05
3,097	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5647028e-05
8,930	Privacy Preservation by Disassociation	2012	VLDB	4.427232e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0010864752
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
181	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00036992674
403	Mining Generalized Association Rules	1995	VLDB	0.00024148455
547	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB	0.00020420717
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.00020147576
654	Anatomy: Simple and Effective Privacy Preservation	2006	VLDB	0.00018613167
840	Efficiently Mining Long Patterns from Databases	1998	SIGMOD	0.00016058396
1,382	Minimality Attack in Privacy Preserving Data Publishing	2007	VLDB	0.00012281313
2,406	Attacks on Privacy and deFinetti's Theorem	2009	SIGMOD	8.8811954e-05
2,682	Personalized Privacy Preservation	2006	SIGMOD	8.3202837e-05
3,381	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1604078e-05
4,524	Anonymization of Set-Valued Data via Top-Down, Local Generalization	2009	VLDB	6.1133444e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
2,682	Personalized Privacy Preservation	2006	SIGMOD	8.3202837e-05
8,930	Privacy Preservation by Disassociation	2012	VLDB	4.427232e-05
1,859	The Tao of Inference in Privacy-Protected Databases	2018	VLDB	0.0001029011
10,162	Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty	2026	SIGMOD	4.1945683e-05
12,343	Distribution-based Microdata Anonymization	2009	VLDB	4.1945683e-05
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.00020147576
12,130	Publishing Microdata with a Robust Privacy Guarantee	2012	VLDB	4.1945683e-05
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
12,312	Anonymized Data: Generation, Models, Usage	2009	SIGMOD	4.1945683e-05
3,381	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1604078e-05