When a RF Beats a CNN and GRU, Together -- A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification

Keyphrases

• Deep Learning Methods 100%
• Machine Learning Approach 100%
• Malware Traffic Classification 100%
• Deep Machine Learning 100%
• Classical Machine Learning 100%
• Quality of Service 66%
• Machine Learning Based 66%
• Deep Learning Model 66%
• Malware Detection 33%
• Trend Analysis 33%
• Network Management 33%
• Quality of Experience 33%
• Machine Learning Models 33%
• Network Traffic Classification 33%
• Intrusion Detection 33%
• Traditional Machine Learning 33%
• Zero-day Attacks 33%
• Traffic Trends 33%
• Malicious Traffic Classification 33%
• Network Visibility 33%
• Malware Family Classification 33%
• Classification Detection 33%

Computer Science

• Machine Learning Approach 100%
• Traffic Classification 100%
• Malware 100%
• Deep Learning Method 100%
• Convolutional Neural Network 100%
• Machine Learning 50%
• Learning System 50%
• Malware Detection 16%
• Network Management 16%
• Quality-of-Experience 16%
• Quality of Service 16%
• Internet Traffic 16%
• Intrusion Detection 16%
• Trend Analysis 16%
• Zero-Day Attack 16%
• Malware Family 16%