64 citations · 106 across the 5 of their papers we have counts for
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stat.ML2017★ 1 cited
An Adaptive Strategy for Active Learning with Smooth Decision Boundary
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
We present the first adaptive strategy for active learning in the setting of classification with smooth decision boundary. The problem of adaptivity (to unknown distributional para…
stat.ML2017★ 4 cited
Adaptivity to Noise Parameters in Nonparametric Active Learning
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
This work addresses various open questions in the theory of active learning for nonparametric classification. Our contributions are both statistical and algorithmic: -We establish…