Improved Algorithms for Agnostic Pool-based Active Classification
Julian Katz-Samuels 1 Jifan Zhang 2 Lalit Jain 2 Kevin Jamieson 2
Abstract learning methods require that this data be labeled and reli-
We consider active learning for binary classifi- able labels are costly since they require human intervention.
cation in the agnostic pool-based setting. The The cost of providing labels has become one of the main
vast majority of works ...


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