2019 · 62 citations · 32 references
ComputingComputer ScienceCybersecurityComputer SecurityFeature EngineeringMachine LearningFeature DetectionMalware ClassificationAnti-malwareDomain Knowledge ExtractionFeature Extraction For Malware AnalysisFeature Extraction For Malware ClassificationMachine Learning For Malware ClassificationMachine Learning-based Malware DetectionMalware DetectionMalware Feature Extraction
Malware detection plays a vital role in computer security. Modern machine learning approaches have been centered around domain knowledge for extracting malicious features. However, many potential features can be used, and it is time consuming and difficult to manually identify the best features, especially given the diverse nature of malware.
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