ForChaos: Real Time Application DDoS Detection Using Forecasting and Chaos Theory in Smart Home IoT Network

Table 6

ForChaos reduced flooding and slow-rate attacks results.

Parameters	Attack Start	DR	TP	FP	FN	Prec.
	(sec)	(%)	(%)	(%)	(%)
20 apps NoSlow	1000	100	100	0	0	100
20 apps NoSlow	2000	98.6	87.5	0	0	100
20 apps NoSlow	4000	100	0	100	0	100
20 apps Slow	1000	100	100	0	0	100
20 apps Slow	2000	98.6	87.5	0	12.5	100
20 apps Slow	4000	98.6	100	1.53	0	81.82
40 apps NoSlow	1000	100	100	0	0	100
40 apps NoSlow	2000	97.2	100	3.13	0	83.33
40 apps NoSlow	4000	94.9	100	5.34	0	66.67
40 apps Slow	1000	100	100	0	0	100
40 apps Slow	2000	100	100	0	0	100
40 apps Slow	4000	100	100	0	0	100
20 apps NoSlow	1000	100	100	0	0	100
20 apps NoSlow	2000	98.6	87.5	0	0	100
20 apps NoSlow	4000	100	0	100	0	100
20 apps Slow	1000	100	100	0	0	100
20 apps Slow	2000	98.6	87.5	0	12.5	100
20 apps Slow	4000	98.6	100	1.53	0	81.82
40 apps NoSlow	1000	100	100	0	0	100
40 apps NoSlow	2000	97.2	100	3.13	0	83.33
40 apps NoSlow	4000	90	100	11.2	0	33.33
40 apps Slow	1000	100	100	0	0	100
40 apps Slow	2000	100	100	0	0	100
40 apps Slow	4000	99.3	100	0.75	0	87.5