A Novel Approach for Malicious URL Detection Based on the Joint Model

Table 6

Experimental results of model cost.

Total	Average time to train an epoch(s)	Average time to train a model(s)	Trainable parameters	Test accuracy (%)
AB-LSTM	19.58	860.67	339,477	99.75
TEXCEPTION	30.45	1710.32	2,396,869	99.66
ATT-CNN-LSTM	65.98	4095.43	28,434,807	99.76
ATT-CNN-HRNN	90.23	5580.65	25,860,875	99.79
Our	120.26	5280.75	7,124,529	99.89