Research Article
Selecting Critical Data Flows in Android Applications for Abnormal Behavior Detection
Table 6
Measure metrics comparison on dataset
when
.
| Tool | Folds | ACC | TPR | FPR | AUC | -measure |
| MUDFLOW | 2 | 84.48% | 83.29% | 16.71% | 0.9178 | 0.8988 | 3 | 84.43% | 83.40% | 17.08% | 0.9208 | 0.9008 | 5 | 84.52% | 84.86% | 17.98% | 0.9208 | 0.9062 | 10 | 84.71% | 84.90% | 18.09% | 0.9176 | 0.9125 |
| SCDFLOW | 2 | 91.32% | 95.46% | 21.05% | 0.9752 | 0.9427 | 3 | 91.83% | 94.67% | 20.06% | 0.9750 | 0.9507 | 5 | 92.44% | 93.93% | 18.66% | 0.9749 | 0.9563 | 10 | 93.18% | 93.97% | 18.60% | 0.9749 | 0.9627 |
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