Table 4 Evaluation results.
From: Explainable artificial intelligence for botnet detection in internet of things
Classifier | Accuracy | Class | Precision | Recall | F1 score |
|---|---|---|---|---|---|
DT | 0.999941 | Benign | 0.999946 | 0.999937 | 0.999941 |
Malicious | 0.999936 | 0.999945 | 0.999941 | ||
BMC | 0.999964 | Benign | 0.999946 | 0.999982 | 0.999945 |
Malicious | 0.999981 | 0.999945 | 0.999963 | ||
RF | 0.999982 | Benign | 0.999964 | 1.000000 | 0.999982 |
Malicious | 1.000000 | 0.999963 | 0.999981 | ||
ADB | 0.999968 | Benign | 0.999946 | 0.999991 | 0.999969 |
Malicious | 0.999990 | 0.999945 | 0.999968 | ||
GDB | 0.999892 | Benign | 0.999784 | 1.000000 | 0.999892 |
Malicious | 1.000000 | 0.999783 | 0.999891 | ||
XGB | 0.999914 | Benign | 0.999883 | 0.999946 | 0.999914 |
Malicious | 0.999945 | 0.999882 | 0.999914 |
