A risk-weighted pseudo-posterior synthesizer that downweights high-risk records, and a pairwise version that reduces whack-a-mole, produce synthetic data with lower identification risk and better utility than unweighted synthesis.
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Risk-Efficient Bayesian Data Synthesis for Privacy Protection
A risk-weighted pseudo-posterior synthesizer that downweights high-risk records, and a pairwise version that reduces whack-a-mole, produce synthetic data with lower identification risk and better utility than unweighted synthesis.