Learning From Few Cyber-Attacks: Addressing the Class Imbalance Problem in Machine Learning-Based Intrusion Detection in Software-Defined Networking

Computer Science

• Software Defined Networking 100%
• Software-Defined Networking 100%
• Class Imbalance Problem 100%
• Siamese Neural Network 16%
• One-shot Learning 16%
• network intrusion detection 16%
• Level Technique 16%
• Class Imbalance 16%
• Class Instance 16%

Keyphrases

• Class Imbalance Problem 100%
• Random Undersampling 28%
• Siamese 14%
• Network Intrusion Detection 14%
• RF Performance 14%
• Method of Levels 14%
• False Negative Rate 14%
• Balancing Techniques 14%
• Intrusion Datasets 14%
• Class Imbalance 14%
• Imbalanced Learning 14%
• Imbalance Problem 14%
• Siamese Neural Network 14%
• One-shot Learning 14%
• Generative Modeling 14%
• GAN Neural Network 14%
• Weighted Random Forest 14%