8 citations · 18 across the 9 of their papers we have counts for
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math.ST2023★ 5 cited
Robust Nonparametric Regression under Poisoning Attack
Puning Zhao, Zhiguo Wan
This paper studies robust nonparametric regression, in which an adversarial attacker can modify the values of up to samples from a training dataset of size . Our initial sol…
math.ST2019★ 8 cited
Minimax Rate Optimal Adaptive Nearest Neighbor Classification and Regression
Puning Zhao, Lifeng Lai
k Nearest Neighbor (kNN) method is a simple and popular statistical method for classification and regression. For both classification and regression problems, existing works have s…