Botnet Forensic Analysis Using Machine Learning

Table 4

Comparative chart among authors.

Ensemble of classifier	Li et al. [18]	Garg et al. [4]	Lin and Chen [19]	Ye et al. [20]	Bijalwan et al. [11]	Cadenas et al. [21]	Liu et al. [13]	Proposed work
AdaBoost-SVM	✓	X	X	X	X	X	X	X
Random forest	X	✓	✓	X	X	✓	✓	X
AdaBoost-DT	X	X	X	X	X	X	X	✓
AdaBoost-KNN	X	X	X	X	X	X	X	✓
AdaBoost	X	X	X	X	X	X	✓	X
Bagging-DT	X	X	X	X	✓	X	X	✓
Bagging-KNN	X	X	X	X	✓	X	X	✓
Bagging-SVM	X	X	X	✓	X	X	X	✓
Bagging	X	X	X	X	X	X	✓	X
Voting-KNN + DT	X	X	X	X	✓	X	X	✓
Voting-DT + SVM	X	X	X	X	X	X	X	✓
Voting-SVM + KNN	X	X	X	X	X	X	X	✓
Classifier	1	1	1	1	3	1	3	8