Detecting Multielement Algorithmically Generated Domain Names Based on Adaptive Embedding Model

Table 7

Comparison results on each domain type in the SDGA dataset.

Detection algorithm	Legitimate	DNL1	DNL2	DNL3	DNL4	9ML1	500KL1	500KL2	500KL3
LSTM	0.9709	0.5693	0.4745	0.4112	0.5009	0.9115	0.9785	0.9565	0.8249
Invincea CNN	0.9766	0.5649	0.4908	0.4069	0.4953	0.9287	0.9894	0.9741	0.8267
LSTM-MI	0.9482	0.6247	0.5843	0.5908	0.6083	0.9112	0.9856	0.9682	0.8564
N-gram CNN	0.9689	0.5152	0.5408	0.5521	0.5623	0.9124	0.9534	0.9760	0.8640
HDNN	0.9244	0.7553	0.7364	0.6856	0.7401	0.9218	0.9874	0.9702	0.9141
MEAE-CNN (proposed)	0.9362	0.7810	0.7734	0.7213	0.7820	0.9345	0.9902	0.9810	0.9245