Spatial-Temporal Feature with Dual-Attention Mechanism for Encrypted Malicious Traffic Detection

Table 11

Comparison results of experiment B.

Models	Index	Ransomware	Adware	SMSMalware	Scareware
Deep-package	AC	67.244	65.432	54.679	50.610
	PR	74.037	61.211	56.306	46.934
	RC	67.244	65.432	54.679	50.061
	F1	70.477	63.251	55.481	48.447
Feature analysis	AC	79.011	75.682	67.686	59.579
	PR	77.037	72.907	67.747	64.752
	RC	79.011	75.682	67.686	59.579
	F1	78.012	74.269	67.716	62.058
HAST	AC	90.564	89.996	86.658	83.655
	PR	91.713	90.964	83.800	83.505
	RC	90.564	89.996	86.658	82.655
	F1	91.135	90.477	85.205	83.078
TLARNN	AC	94.287	90.975	84.500	86.063
	PR	89.786	93.810	89.812	83.023
	RC	94.287	90.975	84.499	86.063
	F1	91.981	92.371	87.075	84.515