13 citations · 22 across the 10 of their papers we have counts for
3 papers · 1 filter
Strongly universally consistent nonparametric regression and classification with privatised data
Thomas Berrett, László Györfi, Harro Walk
In this paper we revisit the classical problem of nonparametric regression, but impose local differential privacy constraints. Under such constraints, the raw data $(X_1,Y_1),\ldot…
Locally private non-asymptotic testing of discrete distributions is faster using interactive mechanisms
Thomas B. Berrett, Cristina Butucea
We find separation rates for testing multinomial or more general discrete distributions under the constraint of local differential privacy. We construct efficient randomized algori…
Optimal rates for independence testing via -statistic permutation tests
Thomas B. Berrett, Ioannis Kontoyiannis, Richard J. Samworth
We study the problem of independence testing given independent and identically distributed pairs taking values in a -finite, separable measure space. Defining a natural measure…