Diverse ensembles for active learning

@inproceedings{Melville2004DiverseEF,
  title={Diverse ensembles for active learning},
  author={Prem Melville and Raymond J. Mooney},
  booktitle={ICML},
  year={2004}
}
Query by Committee is an effective approach to selective sampling in which disagreement amongst an ensemble of hypotheses is used to select data for labeling. Query by Bagging and Query by Boosting are two practical implementations of this approach that use Bagging and Boosting, respectively, to build the committees. For effective active learning, it is critical that the committee be made up of consistent hypotheses that are very different from each other. DECORATE is a recently developed… CONTINUE READING
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