Detecting Multielement Algorithmically Generated Domain Names Based on Adaptive Embedding Model

Table 9

Comparison results on each domain type in the ME dataset.

Detection algorithm	Legitimate	ME-DNL1	ME-DNL2	ME-DNL3	ME-Suppobox	ME-Kraken	ME-Corebot
LSTM	0.9510	0.5420	0.5205	0.5040	0.8702	0.8849	0.8620
Invincea CNN	0.9612	0.5508	0.5120	0.5015	0.8620	0.8760	0.8510
LSTM-MI	0.9354	0.6319	0.5906	0.5860	0.8810	0.8910	0.8712
N-gram CNN	0.9485	0.5501	0.5210	0.5040	0.8730	0.8860	0.8610
HDNN	0.9150	0.7420	0.7265	0.6951	0.9135	0.9104	0.8976
MEAE-CNN (proposed)	0.9289	0.7850	0.7705	0.7120	0.9425	0.9378	0.9260