An integrated SDN framework for early detection of DDoS attacks in cloud computing

Journal of Cloud Computing

Advances, Systems and Applications

Table 1 Comparison of related works

Author	Model	Feature selection	Clustering	Classification	Event Correlation	Accuracy
Ramin Fadaei Fouladi [20]	ARIMA Time series	✓	×	✓	×	98.82
Karthick et al. [21]	S²RF²S and SxB²IN²	✓	×	✓	×	90%
Alubaidan et al. [22]	Random Forest	✓	×	✓	×	99%
Samaan et al. [23]	Chisquare and Random Forest	✓	×	✓	×	93.6%
Zhou et al. [24]	Optimal Threshold and LSTM	✓	×	✓	×	93.30%
Mohammad Najafimehr [25]	DBSCAN + ML	×	✓	✓	×	-198% more effective
Phuc Trinh Dinh [26]	Multivariate time series + RNN	×	×	✓	×	96.99
Peng [27]	KNN	×	×	✓	×	98.51
Saurez [28]	Deep packet inspection + ML	×	×	✓	×	98
Manjunath et.al [29]	Resnet-101 -KELM	×	×	✓	×	96%
Mohammed Misbah Uddin [30]	Agglomerative + PCA + ML	✓	✓	✓	×	96.66
Mosayeb [31]	RAD	×	×	✓	✓	99% recall
Raja sree [32]	Fuzzy bat clustering	×	✓	✓	✓	98.7
Our Paper	RDAER	✓	✓	✓	✓	99.92%