Advances, Systems and Applications
Table 5 Comparative analysis of RDAER and other time series techniques
From: An integrated SDN framework for early detection of DDoS attacks in cloud computing
Authors | Time series Classifiers | ACC | Limitation |
|---|---|---|---|
Xinqian Liu et al. [45] | Dynamic Threshold | 98 | Accuracy is low |
Jisa David et al. [46] | GARCH and ARMA | 99.6 | The detection time is too high |
Maheshwari et al. [47] | MapReduce and Time series | NA | The detection time is 5Â min which is too high |
Alghawli et al. [48] | Entropy, signature analysis | 97 | The detection time is more because of packet learning |
RDAER Proposed | ARIMA + Exponential filters + Rule-based correlation | 99.92 | Training and testing data can be further tuned to improve the accuracy |