Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss

Summary: Publishes privacy-safe Naive Bayes statistics/views without changing classifier decisions or accuracy, avoiding randomization/anonymization loss. A linear-time ratio-perturbation algorithm yields publishable rational/synthetic datasets, with extensions beyond uniform priors. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: hd94b8052f0814113
Venue: VLDB
Year: 2009
Pagerank: 4.9605343e-05
Overall Rank: 12,884 | 13.64%
DOI: 10.14778/1687627.1687759

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Barzan Mozafari (University of California Los Angeles)
2. Carlo Zaniolo (University of California Los Angeles)

BibTeX Citation

@article{mozafari_vldb09,
        title = {{Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss}},
        author = {Mozafari, Barzan and Zaniolo, Carlo},
        journal = {PVLDB},
        series = {{VLDB} '09},
        doi = {10.14778/1687627.1687759},
        url = {https://doi.org/10.14778/1687627.1687759},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
69	Privacy-Preserving Data Mining	2000	SIGMOD	0.00037815735
227	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00023895095
406	On the Complexity of Optimal K-Anonymity	2004	PODS	0.00019009895
472	Incognito: Efficient Full-Domain K-Anonymity	2005	SIGMOD	0.00017689274
1,113	A Formal Analysis of Information Disclosure in Data Exchange	2004	SIGMOD	0.00011942006
1,792	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	9.6159131e-05
2,061	Auditing Boolean Attributes	2000	PODS	9.0857589e-05
2,457	Simulatable Auditing	2005	PODS	8.4172033e-05
3,942	Checking for k-Anonymity Violation by Views	2005	VLDB	6.8934823e-05
4,669	Deriving Private Information from Randomized Data	2005	SIGMOD	6.46126e-05

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