DIAMOND: A Structured Coevolution Feature Optimization Method for LDDoS Detection in SDN-IoT

Table 4

The detection performance comparison.

	Algo.	SVM	KNN	NB	LR	DT	C4.5	RF	AB	AVG	STD
Accuracy	DIAMOND	91.38	94.35	93.63	89.73	90.55	91.38	93.74	93.63	92.30	1.63
	BDIE	89.22	90.76	88.30	89.12	90.35	91.17	84.39	89.53	89.11	1.99
	BGDE3	85.73	84.91	88.19	82.03	89.32	76.69	81.93	89.53	85.88	4.38
Precision	DIAMOND	90.66	92.65	90.98	90.95	91.35	92.29	90.99	92.16	91.50	0.70
	BDIE	90.47	90.83	85.61	90.59	92.45	93.14	85.07	90.65	89.85	2.76
	BGDE3	91.06	86.96	89.77	88.62	91.88	85.63	89.04	90.52	89.55	2.16
Recall	DIAMOND	95.59	98.47	99.32	92.19	93.21	93.55	99.49	97.79	96.20	2.75
	BDIE	91.85	94.23	96.94	91.51	91.51	92.19	89.98	92.19	92.55	1.99
	BGDE3	84.72	88.29	90.83	80.65	90.32	73.85	79.97	92.36	86.72	6.19
F-score	DIAMOND	93.06	95.47	94.97	91.57	92.27	92.92	95.05	94.89	93.78	1.39
	BDIE	91.15	92.50	90.92	91.05	91.98	92.66	87.46	91.41	91.14	1.52
	BGDE3	87.77	87.62	90.30	84.44	91.10	79.31	84.36	91.43	88.04	4.09
AUC	DIAMOND	92.93	96.61	91.26	91.77	96.96	94.98	97.29	97.08	94.86	2.36
	BDIE	90.94	91.63	90.61	91.05	90.04	90.90	90.65	95.17	91.37	1.50
	BGDE3	91.49	85.79	87.96	85.89	92.07	77.58	89.36	96.50	89.24	5.93
FPR	DIAMOND	15.06	11.95	15.06	14.03	13.51	11.95	15.06	12.73	13.67	1.26
	BDIE	14.81	14.55	24.94	14.55	11.43	10.39	24.16	14.55	16.17	5.08
	BGDE3	12.73	20.26	15.84	15.84	12.21	18.96	15.06	14.81	15.39	2.80
FNR	DIAMOND	4.41	1.53	0.68	7.81	6.79	6.45	0.51	2.21	3.80	2.75
	BDIE	8.15	5.77	3.06	8.49	8.49	7.81	10.02	7.81	7.45	1.99
	BGDE3	15.28	11.71	9.17	19.35	9.68	26.15	20.03	7.64	13.29	6.19