Nearest-Neighbor-Based Active Learning for Rare Category Detection

He, Jingrui, Carbonell, Jaime G.

Neural Information Processing Systems 

Rare category detection is an open challenge for active learning, especially in the de-novo case (no labeled examples), but of significant practical importance for data mining - e.g.

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