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bayesian inference 1data imputation 1differential privacy 1large-sample approximation 1privacy-preserving statistics 1

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stat.ME2026

Large-Sample Bayesian Approximations for Privatized Data

Jordan Awan, Xi Chen, Roberto Molinari

The paper introduces an approximate Bayesian method that imputes confidential data and then samples from the non‑private posterior to enable valid inference on large, differentiall…