Binary File’s Visualization and Entropy Features Analysis Combined with Multiple Deep Learning Networks for Malware Classification

Table 6

The performance of combined-feature-based classifiers.

Classifier	Training time (s)	Acc (%)	F1-score (%)	AUC
RF	2.36	99.15	99.14	0.9997
KNN	7.25	99.10	99.09	0.9917
MLP	118.56	88.03	85.39	0.9902
SVM	120.02	99.73	99.73	0.9999
DT	26.55	98.13	98.11	0.9765
NB	0.64	98.68	98.68	0.9895