Inference Control in Statistical Databases
Lecture notes in computer sciencePublished 1 January 2002
Choi, Uinam Jung,
Citations43
SJR quartileQ2
SJR score0.35
SNIP0.55
Generate an AI Snapshot to get a quick, structured summary of this paper.
Study Snapshot
ObjectiveStudy objective
MethodsResearch methodology
PopulationPopulation studied
Sample sizeSample sizes
OutcomesStudy outcomes here
ResultsStudy results comes here
LimitationsResearch study limitations comes here
A concise AI-generated summary of the paper will appear here once you click Generate AI Snapshot.
Abstract
An efficient and effective data distortion technique is introduced. This "Probability Data Distortion, " which is not easily compromisable and has asymptotically the same statistical properties as the original data, is significantly different from the conventional Point Data Distortion technique which adds random errors to the original values. This mechanism, the data distortion by probability distribution, is resistant to compromise and provides better exposure for statistical analysis than do the existing data distortion techniques.
Keywords
Decision SciencesMathematics
Lecture notes in computer scienceDisclosure Risk Assessment in Perturbative Microdata Protection
148 Citations2002William E. Yancey, William E. Winkler +1 more
Methods for data perturbation that include rank swapping and additive noise are described and enhanced methods of re-identification using probabilistic record linkage are described.
Lecture notes in computer scienceAdvances in Inference Control in Statistical Databases: An Overview
23 Citations2002Josep Domingo‐Ferrer
An overview of the latest research advances inference control in statistical databases is described in this book.
Lecture notes in computer scienceNetwork Flows Heuristics for Complementary Cell Suppression: An Empirical Evaluation and Extensions
20 Citations2002Jordi Castro
An empirical comparison of two network flows heuristics is performed and it is shown that extensions of network flows methods can model three-dimensional, hierarchical and linked tables and improve the performance of any solution method solely based on linear programming formulations.
