An Insider Threat Detection Approach Based on Mouse Dynamics and Deep Learning

Table 5

Compare with previous works.

Source	FAR	FRR	Data required	Authentication time
‎[28]	2.46%	2.46%	2000 mouse actions	1033 seconds
			(click/move/drag/stay)
‎[35]	1.30%	1.30%	20 mouse clicks	37.73 minutes(click) or 3.03 minutes(click/move)
			(click or click/move)
‎[36]	8.74%	7.69%	32 mouse operations	11.80 seconds
			(click/move)
	4.69%	4.46%	160 mouse operations	59.49 seconds
			(click/move)
	3.33%	2.12%	320 mouse operations	118.14 seconds
			(click/move)
ours	10.73%	9.58%	25 mouse actions	1.768 seconds
			(click/move/drag/stay/scroll)
	6.86%	5.36%	50 mouse actions	3.536 seconds
			(click/move/drag/stay/scroll)
	2.94%	2.28%	100 mouse actions	7.072 seconds
			(click/move/drag/stay/scroll)
	1.79%	0.23%	500 mouse actions	35.358 seconds
			(click/move/drag/stay/scroll)
	0.58%	0.12%	1000 mouse actions	70.716 seconds
			(click/move/drag/stay/scroll)