Predicting Next Phases of Multi-Stage Network Attacks: A Comparative Study of Statistical and Deep-Learning Models

Keyphrases

• Learning Model 100%
• Network Attacks 100%
• Multi-stage Network 75%
• Random Forest 50%
• Performance Prediction 25%
• F1 Score 25%
• Comparative Analysis 25%
• Limited Resources 25%
• Performance-based 25%
• Markov Model 25%
• Extended Period 25%
• Long Short-term Memory 25%
• Intrusion Detection System 25%
• DARPA Dataset 25%
• Cost of Defense 25%
• DARPA 25%
• Defensive Resources 25%
• Sequence Detection 25%
• Strategic Allocation 25%
• Malicious Behavior 25%
• Attack Resource 25%
• Attack Sequence 25%
• Critical Networks 25%
• Network Threats 25%
• Predictive Model 25%

INIS

• datasets 100%
• learning 100%
• forests 66%
• randomness 66%
• resources 66%
• data 33%
• performance 33%
• cost 33%
• defense 33%
• allocations 33%
• markov process 33%
• intrusion detection systems 33%

Computer Science

• Multistage Network 100%
• Random Decision Forest 66%
• Predictive Performance 33%
• Long Short-Term Memory Network 33%
• Comparative Analysis 33%
• Intrusion Detection System 33%
• Attack Analysis 33%
• Malicious Activity 33%