Detecting Multielement Algorithmically Generated Domain Names Based on Adaptive Embedding Model

Table 6

Comparison results on SDGA dataset.

Detection algorithm	Precision	Recall	F1-score	Accuracy
LSTM	0.9575	0.7286	0.8275	0.8481
Invincea CNN	0.9686	0.7144	0.8223	0.8456
LSTM-MI	0.9416	0.7721	0.8485	0.8621
N-gram CNN	0.9640	0.6993	0.8106	0.8476
HDNN	0.9176	0.8421	0.8782	0.8833
MEAE-CNN (proposed)	0.9296	0.8610	0.8940	0.9012