Pay Attention: Improving Classification of PE Malware Using Attention Mechanisms Based on System Call Analysis

Keyphrases

• Mechanism-based 100%
• Malware 100%
• Attention Mechanism 100%
• System Call Analysis 100%
• Malware Classification 100%
• Security Analysts 50%
• System Call 33%
• Decision Support System 16%
• Low Computational Complexity 16%
• Long Sequence 16%
• Machine Learning Algorithms 16%
• Dynamic Analysis 16%
• Behavioral Patterns 16%
• Accuracy Improvement 16%
• Security Mechanism 16%
• Computing Systems 16%
• Malware Attacks 16%
• Static Analysis 16%
• Classification Basis 16%
• Improved Methodology 16%
• Antivirus 16%
• Dynamic Analysis Method 16%
• Evasion Techniques 16%
• Signature Generation 16%
• Organizational Security 16%
• Mechanism Dynamics 16%
• Malware Signature 16%
• Security Incidents 16%
• Malware Behavior 16%
• LSTM Model 16%
• Analysis Environment 16%
• Transformer Architecture 16%
• Static Security 16%
• Analysis Mechanisms 16%
• Expert Work 16%

Computer Science

• Malware 100%
• Attention (Machine Learning) 100%
• System Calls 100%
• Security Expert 20%
• Dynamic Analysis 13%
• Time Complexity 6%
• Machine Learning Algorithm 6%
• Security Mechanism 6%
• Static Program Analysis 6%
• Evasion Technique 6%
• Long Short-Term Memory Networks 6%
• Behavioral Pattern 6%
• Signature Generation 6%
• Organizational Security 6%
• Security Incident 6%