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stat.ME2026
Bi-Gaussian Mirrors for False Discovery Rate Control
Yujia Wu, Panxu Yuan, Binyan Jiang
Effectively controlling the false discovery rate (FDR) in high-dimensional variable selection is a fundamental statistical problem that has garnered significant research interest.…
stat.ME2023
Stab-GKnock: Controlled variable selection for partially linear models using generalized knockoffs
Han Su, Panxu Yuan, Qingyang Sun +2
The recently proposed fixed-X knockoff is a powerful variable selection procedure that controls the false discovery rate (FDR) in any finite-sample setting, yet its theoretical ins…