496 citations · 1.9k across the 52 of their papers we have counts for
3 papers · 1 filter
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…
SOFAR: large-scale association network learning
Yoshimasa Uematsu, Yingying Fan, Kun Chen +2
Many modern big data applications feature large scale in both numbers of responses and predictors. Better statistical efficiency and scientific insights can be enabled by understan…