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Z. M. Zain

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Open access Aug 2026

Intelligent malware detection on Android smartphones via a hybrid approach using gradient boosting and convolutional neural network

Evaluation using metrics such as accuracy, precision, F1 score, and false positive rate indicates that CNN-GBM outperforms existing deep learning models, and enhancements stem from the effective integration of CNN feature extraction with GBM’s boosting capabilities.

C. Chimeleze, Norziana Jamil, Z. M. Zain et al. · 0 citations