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Non-Reversible Privacy Transformations

Summary: Proposes non-reversible privacy transformations for numeric databases that block record recovery while preserving aggregate query utility. Analyzes two families: enhanced noise injection (including randomized-response hybrids) and exact/approximate data-swapping that maintains or closely preserves statistics. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
620
Venue
PODS
Year
1982
Pagerank
4.4209796e-05
Overall Rank
8,950 | 37.80%
DOI
-

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Incoming Citations (Sorted by Pagerank)

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Rank Citing Paper Year Venue Pagerank
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
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