Table 2.
Comparison of various evaluation criteria based on different types of feature including pure attribute, pure behavior, and combination of above two.
Feature | Acc. (%) | Sen. (%) | Spec. (%) | Prec. (%) | MCC (%) | AUC (%) |
---|---|---|---|---|---|---|
Attribute (A) | 87.92 ± 0.30 | 90.44 ± 0.11 | 85.40 ± 0.54 | 86.10 ± 0.45 | 75.94 ± 0.59 | 93.76 ± 0.26 |
Behavior (B) | 89.75 ± 0.25 | 87.69 ± 0.39 | 91.82 ± 0.33 | 91.47 ± 0.31 | 79.58 ± 0.50 | 95.34 ± 0.16 |
Both | 91.47 ± 0.22 | 90.96 ± 0.32 | 91.98 ± 0.25 | 91.90 ± 0.24 | 82.94 ± 0.44 | 96.47 ± 0.13 |