In contrast to previous work, this paper advocates that the AL scenario brings out the need to modify PL approaches to dealing with imbalance.
a new method is developed for cost-weighted SVMs that estimates a cost model based on overall corpus imbalance rather than the imbalance in the so far labeled training data.