bayesian inference 1data imputation 1differential privacy 1large-sample approximation 1privacy-preserving statistics 1
From the 1 of 2 linked papers with an AI index.
2 papers
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…
stat.ME2026
Nested Simulation Methods for Sobol' Index Estimation: Bias Correction, Budget Allocation, and Latin Hypercube Sampling
Jingtao Zhang, Xi Chen
Estimating the variance of a conditional expectation is a recurring problem in stochastic simulation, with applications in global sensitivity analysis and Sobol' index estimation.…