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cs.LG2024★ 1 cited
Distribution-Free Rates in Neyman-Pearson Classification
Mohammadreza M. Kalan, Samory Kpotufe
We consider the problem of Neyman-Pearson classification which models unbalanced classification settings where error w.r.t. a distribution is to be minimized subject to low e…
cs.LG2023★ 1 cited
Tight Rates in Supervised Outlier Transfer Learning
Mohammadreza M. Kalan, Samory Kpotufe
A critical barrier to learning an accurate decision rule for outlier detection is the scarcity of outlier data. As such, practitioners often turn to the use of similar but imperfec…