14 citations · 20 across the 4 of their papers we have counts for
4 papers
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…
Large-Scale Model Selection with Misspecification
Emre Demirkaya, Yang Feng, Pallavi Basu +1
Model selection is crucial to high-dimensional learning and inference for contemporary big data applications in pinpointing the best set of covariates among a sequence of candidate…
RANK: Large-Scale Inference with Graphical Nonlinear Knockoffs
Yingying Fan, Emre Demirkaya, Gaorong Li +1
Power and reproducibility are key to enabling refined scientific discoveries in contemporary big data applications with general high-dimensional nonlinear models. In this paper, we…
Nonuniformity of P-values Can Occur Early in Diverging Dimensions
Yingying Fan, Emre Demirkaya, Jinchi Lv
Evaluating the joint significance of covariates is of fundamental importance in a wide range of applications. To this end, p-values are frequently employed and produced by algorith…