Towards a Utopia of Dataset Sharing: A Case Study on Machine Learning-based Malware Detection Algorithms

Keyphrases

• Detection Algorithm 100%
• Malware Detection 100%
• Machine Learning Based 100%
• Utopia 100%
• Dataset Sharing 100%
• Security Research 50%
• Security Datasets 50%
• Good Quality 25%
• Experiment Results 25%
• Classification Problem 25%
• Security Issues 25%
• Insecurity 25%
• Malware Classification 25%
• Information Leakage 25%
• Sharing Model 25%
• Neural Network Classifier 25%
• Machine Learning Approach 25%
• Accuracy Degradation 25%
• Traditional Machine Learning 25%
• Machine Learning Models 25%
• Sensitive Properties 25%
• Sensitive Information Leakage 25%
• Machine Learning Classifiers 25%
• Dataset Quality 25%
• Shared Dataset 25%
• Intermediate Features 25%
• Privacy-preserving Model 25%

Computer Science

• Case Study 100%
• Detection Algorithm 100%
• Based Malware Detection 100%
• Machine Learning 100%
• Learning System 100%
• Research Community 66%
• Information Leakage 66%
• Sensitive Informations 66%
• Neural Network 33%
• Classification Problem 33%
• Security Problem 33%
• Malware 33%
• Privacy Preserving 33%
• Machine Learning Approach 33%