Detecting positive and negative deceptive opinions using PU-learning

•Detection of negative deceptive opinion spam.•Improved PU-learning approach.•Compares the performance of the proposed approach and the original PU-learning method.•The role of opinions’ polarity in the detection of deception.•Reports experimental results on a set of negative deceptive opinions.