5 citations · 7 across the 4 of their papers we have counts for
3 papers · 1 filter
Controlled Variable Selection from Summary Statistics Only? A Solution via GhostKnockoffs and Penalized Regression
Zhaomeng Chen, Zihuai He, Benjamin B. Chu +4
Identifying which variables do influence a response while controlling false positives pervades statistics and data science. In this paper, we consider a scenario in which we only h…
Summary Statistics Knockoffs Inference with Family-wise Error Rate Control
Catherine Xinrui Yu, Jiaqi Gu, Zhaomeng Chen +1
Testing multiple hypotheses of conditional independence with provable error rate control is a fundamental problem with various applications. To infer conditional independence with…
Second-order group knockoffs with applications to GWAS
Benjamin B Chu, Jiaqi Gu, Zhaomeng Chen +4
Conditional testing via the knockoff framework allows one to identify -- among large number of possible explanatory variables -- those that carry unique information about an outcom…