From Theories to Queries

  title={From Theories to Queries},
  author={Burr Settles},
  booktitle={Active Learning and Experimental Design @ AISTATS},
  • Burr Settles
  • Published 2011 in Active Learning and Experimental Design @ AISTATS
This article surveys recent work in active learning aimed at making it more practical for real-world use. In general, active learning systems aim to make machine learning more economical, since they can participate in the acquisition of their own training data. An active learner might iteratively select informative query instances to be labeled by an oracle, for example. Work over the last two decades has shown that such approaches are effective at maintaining accuracy while reducing training… CONTINUE READING

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