Variance Estimation Using Refitted Cross-validation in Ultrahigh Dimensional Regression

Jianqing Fan, Shaojun Guo, Ning Hao

Variance estimation is a fundamental problem in statistical modeling. In ultrahigh dimensional linear regressions where the dimensionality is much larger than sample size, traditio…