Robert Wamusi

Optimized Fast-Learning Network Model With SMOTE for University Network Intrusion Detection Systems

An OFLN by addition of PSO to perform automated hyperparameter optimization and MAML to enable high-speed adaptation to new and previously seen attacks is proposed, which is more effective than baseline ensemble models in detection accuracy, resistance to class imbalance and training efficiency.