122 citations · 384 across the 38 of their papers we have counts for
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math.ST2019★ 9 cited
Classification under local differential privacy
Thomas Berrett, Cristina Butucea
We consider the binary classification problem in a setup that preserves the privacy of the original sample. We provide a privacy mechanism that is locally differentially private an…
math.ST2019
Local differential privacy: Elbow effect in optimal density estimation and adaptation over Besov ellipsoids
Cristina Butucea, Amandine Dubois, Martin Kroll +1
We address the problem of non-parametric density estimation under the additional constraint that only privatised data are allowed to be published and available for inference. For t…