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Table 11 Comparison of the proposed model with existing Swift IDS

From: A novel time efficient learning-based approach for smart intrusion detection system

 

Method

Drawbacks

Swift IDS

LightGBM + parallel Intrusion Detection

The stability of parallel detection depends upon the network speed

Proposed model

LightGBM + Hybrid feature selection

Independent of network speed