Wiebe and Riloff (2005) used a selftrained Naïve Bayes classifier for classifying subjective sentences and achieved better recall with modest precision over several rule-based classifiers.
one shortcoming of self-training is that the resulting data may be biased: the final labeled data may consist of examples that are easiest for this particular opinion detector to identify.