Due to the tremendous increase in the amount of digital data, effective large scale data classification is playing an increasingly important role. In active learning algorithms a “classifier” is used to classify the unlabeled data. To ensure reliable performance of the classifier, it must be trained using a number of labeled examples, or the classifier’s...