575 citations · 929 across the 52 of their papers we have counts for
4 papers · 2 filters
On the Construction of Knockoffs in Case-Control Studies
Rina Foygel Barber, Emmanuel Candes
Consider a case-control study in which we have a random sample, constructed in such a way that the proportion of cases in our sample is different from that in the general populatio…
The conditional permutation test for independence while controlling for confounders
Thomas B. Berrett, Yi Wang, Rina Foygel Barber +1
We propose a general new method, the conditional permutation test, for testing the conditional independence of variables and given a potentially high-dimensional random vec…
Between hard and soft thresholding: optimal iterative thresholding algorithms
Haoyang Liu, Rina Foygel Barber
Iterative thresholding algorithms seek to optimize a differentiable objective function over a sparsity or rank constraint by alternating between gradient steps that reduce the obje…
Robust inference with knockoffs
Rina Foygel Barber, Emmanuel J. Candès, Richard J. Samworth
We consider the variable selection problem, which seeks to identify important variables influencing a response out of many candidate features . We wish to do…