Debiased Prediction Inference with Non-sparse Loadings in Misspecified High-dimensional Regression Models

Libin Liang, Zhiqiang Tan

High-dimensional regression models with regularized sparse estimation are widely applied. For statistical inferences, debiased methods are available about single coefficients or pr…