Fast Detection of Deceptive Reviews by Combining the Time Series and Machine Learning

Table 4

Effect results for 11 features.

Features	Hit rate	Recall	F1 measures	Precision
Duplicates reviews	0.58	0.40	0.48	0.49
Self-reference	0.83	0.18	0.30	0.51
The length of review	0.79	0.80	0.79	0.76
The ratio of opinion words	0.81	0.47	0.60	0.61
Transition words of the sentiment expression	0.72	0.15	0.25	0.48
Exclamation tone	0.85	0.18	0.30	0.51
Appending time	0.63	0.80	0.70	0.55
Appending pictures	0.58	0.90	0.70	0.57
User activity	0.59	0.85	0.69	0.57
Super member	0.57	0.42	0.48	0.48
Review posting	0.58	0.92	0.71	0.59