DDoS Attack Detection and Classification Using Hybrid Model for Multicontroller SDN

Table 3

Comparison of the current proposed model with other similar methods.

Articles	Techniques	Domain	Data set	Performance
				Accuracy	Precision	Recall	F1-score
Elsayed et al. [31]	RNN with AE	IDS	CICDDoS2019	99	99	99	99
Wei et al. [30]	MLP with AE	—	CICDDoS2019	98.34	97.91	98.48	98.18
Alghazzawi et al. [39]	CNN + BiLSTM		CICDDoS2019	94.52	94.74	92.04	93.44
Gadze et al. [32]	RNN LSTM	SDN	CICDDoS2019	89.63	—	—	—
Wang & Liu [29]	CNN	SDM	ICICDDoS2017	98.98	98.99	98.96	98.97
Our proposed model	LSTM with feature selection	Multicontroller SDN	CICDDoS2019	99.421	99.40	99.464	99.429