3 papers
math.ST2026
Testing Equality of Distributions via Repeatedly Integrated Quantile Metrics Under Weak Moment Conditions
Zhenfeng Zou, Meng Guan, Panxu Yuan +1
Testing whether two independent samples arise from the same underlying distribution is a fundamental statistical problem. We propose a new class of two-sample distribution tests ba…
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…