Research Article
[Retracted] Anticoncept Drift Method for Malware Detector Based on Generative Adversarial Network
Table 5
Comparison of our method with MaMaDroid, distillation method, and integrated SVM method in precision, recall, and F1-score value.
| Method | Precision, recall, F1-score | <2011 | 2012 | 2013 | 2014 | 2015 |
| ACGAN-GRU | 0.981 | 0.978 | 0.979 | 0.948 | 0.953 | 0.950 | 0.891 | 0.897 | 0.893 | 0.839 | 0.843 | 0.841 | 0.808 | 0.817 | 0.812 | MaMaDroid | 0.979 | 0.976 | 0.977 | 0.937 | 0.934 | 0.935 | 0.856 | 0.851 | 0.853 | 0.821 | 0.818 | 0.819 | 0.792 | 0.789 | 0.791 | Distillation | 0.980 | 0.978 | 0.979 | 0.939 | 0.940 | 0.940 | 0.861 | 0.862 | 0.862 | 0.803 | 0.798 | 0.8 | 0.776 | 0.769 | 0.772 | Ensemble SVM | 0.976 | 0.981 | 0.978 | 0.922 | 0.924 | 0.923 | 0.828 | 0.839 | 0.833 | 0.749 | 0.753 | 0.751 | 0.711 | 0.718 | 0.714 |
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