Detecting Multielement Algorithmically Generated Domain Names Based on Adaptive Embedding Model

Table 5

Comparison results on DGA dataset.

Detection algorithm	Precision	Recall	F1-score	Accuracy
LSTM	0.9730	0.9690	0.9710	0.9712
Invincea CNN	0.9706	0.9662	0.9684	0.9685
LSTM-MI	0.9731	0.9709	0.9720	0.9721
N-gram CNN	0.9724	0.9746	0.9735	0.9736
HDNN	0.9730	0.9770	0.9750	0.9762
MEAE-CNN (proposed)	0.9799	0.9821	0.9810	0.9812