Regarding the selection-criterion, standard and balanced bootstrapping both select instances which are confidently labeled by SC t to be used for training SC t+1 , in the hope of avoiding using wrongly labeled data in bootstrapping.
instances that are already confidently labeled by SC t may not contain sufficient information which is not in D S , and using them to train SC t+1 may result in SC t+1 performing similarly to SC t .