DeepWare: Imaging Performance Counters With Deep Learning to Detect Ransomware

Keyphrases

• Deep Learning 100%
• Imaging Performance 100%
• Ransomware 100%
• Hardware Performance Counters 100%
• Performance Counters 100%
• Ransomware Families 33%
• Unseen 16%
• Learning Performance 16%
• Experiment Results 16%
• Detection Model 16%
• Social Media 16%
• False Positive Rate 16%
• Behavioral Characteristics 16%
• CNN Model 16%
• Attack Detection 16%
• Ransomware Detection 16%
• Recall Score 16%
• One-class Support Vector Machine (OCSVM) 16%
• Zero-day Attacks 16%
• Dharma 16%
• Running Process 16%
• Coronavirus 16%
• Security Perimeter 16%
• Organizational Security 16%
• Newspaper Media 16%
• System-wide Change 16%
• Nondeterminism 16%
• MASCC Score 16%
• Ransomware Attacks 16%

Computer Science

• Malware 100%
• Performance Counter 100%
• Deep Learning Method 100%
• Hardware Performance 60%
• Convolutional Neural Network 10%
• False Positive Rate 10%
• Running Process 10%
• Zero-Day Attack 10%
• Behavioral Feature 10%
• Nondeterminism 10%
• Organizational Security 10%
• One-Class SVM 10%