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stat.ME2018
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…
stat.ME2017
Nonparametric independence testing via mutual information
Thomas B. Berrett, Richard J. Samworth
We propose a test of independence of two multivariate random vectors, given a sample from the underlying population. Our approach, which we call MINT, is based on the estimation of…