(2013c) have proved that the linguistic features are not effective enough in detecting real-life fake reviews from the commercial websites, where we also obtain the same observation (the details are shown in Section 3).
the main difficulty of the cold-start spam problem is that there are no sufficient behaviors of the new reviewers for constructing effective behavioral features.