Light Weighted CNN Model to Detect DDoS Attack over Distributed Scenario

Table 7

Comparison of online detection performance of different models under different time windows.

Model name	Time window/s	Accuracy	False interception rate	Malicious traffic detection rate
LSTM-LightGBM	70	0.85394	0.28498	0.85244
	110	0.89384	0.20312	0.87258
	190	0.87698	0.21015	0.88593
LSTM-RF	70	0.90894	0.20591	0.96852
	110	0.92438	0.17419	0.95478
	190	0.89394	0.19875	0.92574
CNN-RF	70	0.9569	0.17058	0.87244
	110	0.95347	0.11789	0.88574
	190	0.98397	0.20591	0.98657