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

Table 4

The influence of each algorithm on the experimental results.

Total	ACC (%)	P (%)	R (%)	F (%)
Attention	99.58	99.7	99.44	99.57
CapsNet	99.74	99.52	99.96	99.74
CNN	99.62	99.7	99.1	99.62
LSTM	99.65	99.8	99.49	99.64
Bi-LSTM	99.74	99.58	99.89	99.73
IndRNN	99.52	99.59	99.44	99.52
Bi-IndRNN	99.68	99.43	99.93	99.68
Our	99.89	99.83	99.95	99.89