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

0.0289.13%89.28%19.09%0.93480.9416
0.0488.12%88.26%19.37%0.93130.9359
0.0685.84%85.95%20.09%0.91530.9226
0.0883.18%83.17%16.49%0.89700.9066

0.0287.68%87.81%19.61%0.92970.9333
0.0483.82%83.86%18.37%0.90350.9105
0.0678.04%77.92%15.43%0.88170.8745
0.0874.28%74.10%15.69%0.85750.8488

0.0288.96%89.09%18.26%0.93510.9406
0.0490.83%91.01%18.65%0.94980.9512
0.0690.94%91.12%18.79%0.94910.9518
0.0891.32%91.53%19.93%0.95040.9539