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stat.ME2023
Differentially Private Estimation and Inference in High-Dimensional Regression with FDR Control
Zhanrui Cai, Sai Li, Xintao Xia +1
This paper proposes new methodologies for conducting practical differentially private (DP) estimation and inference in high-dimensional linear regression. We first introduce a DP B…
stat.ME2023
Multi-dimensional domain generalization with low-rank structures
Sai Li, Linjun Zhang
In conventional statistical and machine learning methods, it is typically assumed that the test data are identically distributed with the training data. However, this assumption do…