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Samuel Kim

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Open access Oct 2026

Machine learning approaches for phishing detection and cybersecurity awareness in digital infrastructure

Phishing remains a dominant socio-technical threat to digital infrastructure, serving as an entry vector for credential-theft, ransomware, and supply-chain incidents. The machine learning literature on phishing-URL detection remains fragmented across heterogeneous datasets, inconsistent leakage controls, and explan...

Parves Alam, Mustafizur Rahaman, Jubayer Uddin Shamim et al. · 0 citations
Open access Sep 2026

Performance evaluation of ARIMA, VAR, ANN, GRU, and LSTM for multivariate healthcare time-series prediction: a rigorous, reproducible benchmarking study with ablation analysis on MIMIC-III and eICU

Introduction Accurate forecasting of physiological time-series in the intensive care unit (ICU) is critical for early-warning systems, deterioration detection, and dynamic resource allocation. Yet the comparative literature suffers from five persistent methodological deficiencies: non-unified experimental conditions, h...

Md. Tazul Islam, Muhammad Hanif, Samuel Kim · 0 citations

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