Malcertain: Enhancing Deep Neural Network Based Android Malware Detection by Tackling Prediction Uncertainty

Keyphrases

• Neural Network 100%
• Deep Neural Network 100%
• Prediction Uncertainty 100%
• Android Malware Detection 100%
• Malware Detection 50%
• Android Malware 37%
• Uncertainty Estimation 25%
• Correction Model 25%
• Estimation Method 12%
• Detection Efficiency 12%
• Network Approach 12%
• Model Prediction 12%
• Prediction Method 12%
• Malware 12%
• Detection Method 12%
• Result Prediction 12%
• Training Process 12%
• Take-the-first 12%
• Machine Learning-based Approach 12%
• Data Noise 12%
• Signature-based 12%
• Classification Problem 12%
• Promising Direction 12%
• Adversarial Samples 12%
• Malware Sample 12%
• Software Tasks 12%
• Malware Attacks 12%
• Insufficient Training Data 12%

Computer Science

• Deep Neural Network 100%
• Malware Detection 100%
• Android Malware 100%
• Neural Network Model 75%
• Research Effort 12%
• Software Engineering 12%
• Estimation Method 12%
• Experimental Result 12%
• Model Prediction 12%
• Training Data 12%
• Malware 12%
• Training Process 12%
• Classification Problem 12%
• Machine Learning-Based Approach 12%
• Malware Sample 12%
• Uncertainty Estimation 12%