A Bayesian decision framework with probabilistic programs computes membership posteriors for Bayesian network populations and outperforms marginal-based attacks on complex dependency structures.
Resolving Individuals Contributing Trace Amounts of DNA to Highly Complex Mixtures Using High-Density SNP Genotyping Microarrays,
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A Bayesian Approach to Membership Inference for Statistical Release
A Bayesian decision framework with probabilistic programs computes membership posteriors for Bayesian network populations and outperforms marginal-based attacks on complex dependency structures.