285 citations · 784 across the 27 of their papers we have counts for
4 papers · 1 filter
A frequentist local false discovery rate
Daniel Xiang, Jake A. Soloff, William Fithian
The local false discovery rate (lfdr) of Efron et al. (2001) enjoys major conceptual and decision-theoretic advantages over the false discovery rate (FDR) as an error criterion in…
Whiteout: when do fixed-X knockoffs fail?
Xiao Li, William Fithian
A core strength of knockoff methods is their virtually limitless customizability, allowing an analyst to exploit machine learning algorithms and domain knowledge without threatenin…
Optimality of the max test for detecting sparse signals with Gaussian or heavier tail
Xiao Li, William Fithian
A fundamental problem in high-dimensional testing is that of global null testing: testing whether the null holds simultaneously in all of hypotheses. The max test, which uses t…
Optimal Inference After Model Selection
William Fithian, Dennis Sun, Jonathan Taylor
To perform inference after model selection, we propose controlling the selective type I error; i.e., the error rate of a test given that it was performed. By doing so, we recover l…