575 citations · 929 across the 52 of their papers we have counts for
4 papers · 2 filters
Conformalized survival analysis with adaptive cutoffs
Yu Gui, Rohan Hore, Zhimei Ren +1
This paper introduces an assumption-lean method that constructs valid and efficient lower predictive bounds (LPBs) for survival times with censored data. We build on recent work by…
Derandomized knockoffs: leveraging e-values for false discovery rate control
Zhimei Ren, Rina Foygel Barber
Model-X knockoffs is a flexible wrapper method for high-dimensional regression algorithms, which provides guaranteed control of the false discovery rate (FDR). Due to the randomnes…
Permutation tests using arbitrary permutation distributions
Aaditya Ramdas, Rina Foygel Barber, Emmanuel J. Candes +1
Permutation tests date back nearly a century to Fisher's randomized experiments, and remain an immensely popular statistical tool, used for testing hypotheses of independence betwe…
Conformal prediction beyond exchangeability
Rina Foygel Barber, Emmanuel J. Candes, Aaditya Ramdas +1
Conformal prediction is a popular, modern technique for providing valid predictive inference for arbitrary machine learning models. Its validity relies on the assumptions of exchan…