Table 6 Rates of evasion.
From: GEAAD: generating evasive adversarial attacks against android malware defense
Size of database | MSR (%) | KNN (%) | SVM (%) | Kaggle-RF (%) | CNN (%) | CSR (%) |
|---|---|---|---|---|---|---|
1000 | 37.43 | 99.99 | 100.00 | 99.83 | 100.00 | 18.69 |
3000 | 60.76 | 100.00 | 100.00 | 99.42 | 99.88 | 30.08 |
5000 | 93.02 | 99.92 | 100.00 | 100.00 | 100.00 | 46.15 |
7000 | 95.74 | 99.73 | 100.00 | 99.96 | 100.00 | 47.67 |
9000 | 99.88 | 99.80 | 100.00 | 98.83 | 99.94 | 49.47 |
10000 | 100.00 | 99.24 | 100.00 | 98.18 | 100.00 | 49.81 |
11000 | 100.00 | 99.85 | 100.00 | 99.37 | 100.00 | 49.59 |
13000 | 100.00 | 99.96 | 100.00 | 98.58 | 100.00 | 49.84 |
