2.1k citations · 3.1k across the 35 of their papers we have counts for
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stat.ME2018
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…
stat.ME2018
Deep Knockoffs
Yaniv Romano, Matteo Sesia, Emmanuel J. Candès
This paper introduces a machine for sampling approximate model-X knockoffs for arbitrary and unspecified data distributions using deep generative models. The main idea is to iterat…
stat.ME2018
The phase transition for the existence of the maximum likelihood estimate in high-dimensional logistic regression
Emmanuel J. Candes, Pragya Sur
This paper rigorously establishes that the existence of the maximum likelihood estimate (MLE) in high-dimensional logistic regression models with Gaussian covariates undergoes a sh…