On CICMalDroid2020, gradient-boosted trees on 564 hybrid features reach about 97.5% accuracy, beating PCA/LDA variants, but the top drivers are spoofable package-name and manifest metadata.
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Comparison of Multiple Classifiers for Android Malware Detection with Emphasis on Feature Insights Using CICMalDroid 2020 Dataset
On CICMalDroid2020, gradient-boosted trees on 564 hybrid features reach about 97.5% accuracy, beating PCA/LDA variants, but the top drivers are spoofable package-name and manifest metadata.