Burr Settles wrote a fairly comprehensive survey of active learning. He intends to maintain and update the survey, so send him any suggestions you have.
Machine Learning (Theory)
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It’s a great job for this guy to write a survey in this field.
There are a lot of dispute in this rearch direction. We still don’t know who is really right.
Let us do this thing!