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Malware Classification on CICMalDroid 2020 (Weighted Recall)

95.6Weighted RecallXGBoost
88.299290.194692.0993.9854May 17, 2026

Evaluation results

MethodLinks
XGBoostData augmentation=VAE-based2026.0595.6
XGBoost (F-test selection), non-aggressive, SMOTEFeature selection=F-test selection, Aggressiveness=non-aggressive, Data augmentation=SMOTE2026.0595.4
XGBoost (F-test selection), non-aggressive, no SMOTEFeature selection=F-test selection, Aggressiveness=non-aggressive, Data augmentation=no SMOTE2026.0595.32
Random forestData augmentation=VAE-based2026.0595.3
Sequential modelData augmentation=VAE-based2026.0588.58