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Author

N. Mustapha

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Review Oct 2026

Malware Analysis Using Data Mining Techniques: A Review of Static, Dynamic and Hybrid Analysis

Malware continues to evolve through obfuscation, packing, polymorphism, and other evasion techniques, challenging traditional detection approaches. Data mining (DM) and machine learning (ML) is become important by the day for identifying malicious software through static characteristics, runtime behaviour, and combinat...

Saud Adam Abdulkadir, Nor Fazlida Mohd Sani, Aziah Asmawi et al. · 0 citations
Conference Sep 2026

Noise-Adaptive Multi-Scale CNN with Weighted Sampling for ECG Arrhythmia Classification

Electrocardiogram (ECG) classification is used for the early detection of cardiac arrhythmias. However, classification performance is degraded by noise in wearable monitoring systems and the severe class imbalance inherent in ECG datasets, leading conventional deep learning models to be biased toward majority classes....

Ziti Fariha Mohd Apandi, N. Mustapha, R. Ikeura · 0 citations

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