Research Article
Selecting Critical Data Flows in Android Applications for Abnormal Behavior Detection
Table 7
Measure metrics comparison on dataset
with different threshold.
| Tool | Comparison | | ACC | TPR | FPR | AUC | -measure |
| | 0.02 | 89.13% | 89.28% | 19.09% | 0.9348 | 0.9416 | 0.04 | 88.12% | 88.26% | 19.37% | 0.9313 | 0.9359 | 0.06 | 85.84% | 85.95% | 20.09% | 0.9153 | 0.9226 | 0.08 | 83.18% | 83.17% | 16.49% | 0.8970 | 0.9066 |
| | 0.02 | 87.68% | 87.81% | 19.61% | 0.9297 | 0.9333 | 0.04 | 83.82% | 83.86% | 18.37% | 0.9035 | 0.9105 | 0.06 | 78.04% | 77.92% | 15.43% | 0.8817 | 0.8745 | 0.08 | 74.28% | 74.10% | 15.69% | 0.8575 | 0.8488 |
| | 0.02 | 88.96% | 89.09% | 18.26% | 0.9351 | 0.9406 | 0.04 | 90.83% | 91.01% | 18.65% | 0.9498 | 0.9512 | 0.06 | 90.94% | 91.12% | 18.79% | 0.9491 | 0.9518 | 0.08 | 91.32% | 91.53% | 19.93% | 0.9504 | 0.9539 |
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