3 citations · 6 across the 20 of their papers we have counts for
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Data-Driven Estimation of the False Positive Rate of the Bayes Binary Classifier via Soft Labels
Minoh Jeong, Martina Cardone, Alex Dytso
Classification is a fundamental task in many applications on which data-driven methods have shown outstanding performances. However, it is challenging to determine whether such met…
Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning
Semih Yagli, Alex Dytso, H. Vincent Poor
Machine learning algorithms operating on mobile networks can be characterized into three different categories. First is the classical situation in which the end-user devices send t…
A Differential Privacy Mechanism Design Under Matrix-Valued Query
Thee Chanyaswad, Alex Dytso, H. Vincent Poor +1
Traditionally, differential privacy mechanism design has been tailored for a scalar-valued query function. Although many mechanisms such as the Laplace and Gaussian mechanisms can…