Regularization Using Synthetic Data for High-Dimensional Inference

Weihao Li, Dongming Huang

To address the challenges of obtaining reliable inference in high-dimensional models, we introduce the Synthetic-data Regularized Estimator (SRE). Unlike traditional regularization…