DeepGuard: Deep Generative User-behavior Analytics for Ransomware Detection

Keyphrases

• Ransomware 100%
• Ransomware Detection 100%
• User Analytics 100%
• User Activity 50%
• Typical User 33%
• Detection Device 16%
• Model Output 16%
• Experiment Results 16%
• User Behavior 16%
• Detection Model 16%
• Main Idea 16%
• Reconstruction Error 16%
• Training Data 16%
• Motivation 16%
• False Positive Rate 16%
• User Input 16%
• Cyberspace 16%
• Proposed Strategy 16%
• Attack Detection 16%
• Criminal 16%
• Overall Modeling 16%
• Interaction Patterns 16%
• 3-sigma 16%
• Modeling User Behavior 16%
• Autoencoder Architecture 16%
• Ransomware Families 16%
• Running State 16%
• WannaCry 16%
• Generative Autoencoder 16%

Computer Science

• User Behavior 100%
• Malware 100%
• Training Data 9%
• Reconstruction Error 9%
• False Positive Rate 9%
• Interaction Pattern 9%
• Autoencoder 9%

Engineering

• Malware 100%
• Main Idea 9%
• Autoencoder 9%
• Running State 9%