A differentially private mirror-peeling knockoff algorithm is introduced, with claimed exact FDR control and asymptotic power preservation.
Variable selection via nonconcave penalized likelihood and its oracle properties
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Knockoffs Inference under Privacy Constraints
A differentially private mirror-peeling knockoff algorithm is introduced, with claimed exact FDR control and asymptotic power preservation.