Plug-in Approach to Active Learning

@article{Minsker2012PluginAT,
  title={Plug-in Approach to Active Learning},
  author={Stanislav Minsker},
  journal={Journal of Machine Learning Research},
  year={2012},
  volume={13},
  pages={67-90}
}
We present a new active learning algorithm based on nonparam et ic estimators of the regression function. Our investigation provides probabilistic bound s for the rates of convergence of the generalization error achievable by proposed method over a broa d class of underlying distributions. We also prove minimax lower bounds which show that the obtained rates are almost tight. 
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