Research Article

What Is the Internet Water Army? A Practical Feature-Based Detection of Large-Scale Fake Reviews

Table 5

Classification result on Amazon dataset.

ā€‰AccuracyAUCF1PrecisionRecall

AdaBoost0.8610.9350.8610.8390.877
Neural network0.8470.9210.8490.7970.929
Gradient boosting0.8610.9240.8550.8330.895
Logistic regression0.8410.9010.8460.7740.949
Naive Bayes0.8110.8860.8370.7380.981
Random forest0.8770.9390.8810.8500.897
SVM0.7710.8890.8080.6870.995
Ensemble0.8450.9110.8650.7910.957