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#graph neural networks Review Open access Sep 2026

AI Approaches for Industrial Control System Cybersecurity: A Comprehensive Review of Methodological Contexts

A re-view is systematic, analyzing the use of artificial intelligence (AI) methodologies in ICS cybersecurity from the year 2018 to 2024, suggesting that graph-based and hybrid methods yield the best detection accuracy, whereas classical methods still seem to be the most suitable for resource-constrained applications.

Olujoke Mubo Oni, J. E. Efiong, Abiodun Akinwale et al. · 0 citations
Open access Sep 2026

Sparsity-Aware Movie Recommendation through Dynamic User Profiling and Ensemble Machine Learning

Aim: This study aimed to improve movie recommendation accuracy under sparse rating conditions by developing an ensemble system that uses dynamically weighted user profiles to generate personalised recommendations. Design: An experimental quantitative design was adopted. The ensemble recommendation system integrated Ca...

T. Omodunbi, A. Amoo, G. Alilu et al. · 0 citations

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