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stat.ML2025
Asymptotic FDR Control with Model-X Knockoffs: Is Moments Matching Sufficient?
Yingying Fan, Lan Gao, Jinchi Lv +1
We propose a unified theoretical framework for studying the robustness of the model-X knockoffs framework by investigating the asymptotic false discovery rate (FDR) control of the…
stat.ML2018★ 2 cited
Optimal Nonparametric Inference with Two-Scale Distributional Nearest Neighbors
Emre Demirkaya, Yingying Fan, Lan Gao +3
The weighted nearest neighbors (WNN) estimator has been popularly used as a flexible and easy-to-implement nonparametric tool for mean regression estimation. The bagging technique…