3 papers
math.ST2026
Testing Equality of Distributions via Repeatedly Integrated Quantile Metrics Under Weak Moment Conditions
Zhenfeng Zou, Meng Guan, Panxu Yuan
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…