The data collection consists of four domains: Book, DVD, Electronic, and Kitchen ( Blitzer et al., 2007).
our co-selecting approach employs two feature subspace classifiers to collectively select most informative minority-class samples for manual annotation by leveraging a certainty measurement and an uncertainty measurement, and in the meanwhile, automatically label most informative majority-class samples, to reduce humanannotation efforts.