Author

A. Salamai

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Open access Oct 2026

SG-Net: A Spatiotemporal Graph Neural Network for Next-Step Supply-Chain Risk Monitoring via Demand Forecasting, Anomaly Detection, and Product-Relation Classification

Modern supply chains are highly interconnected, allowing local disruptions to spread across products, facilities, and distribution channels. This study introduces SG-Net, a spatiotemporal graph neural network that combines a relation-aware spatial encoder, a memory-augmented temporal encoder, and attention-based fusion...

A. Salamai, W. Zogaan · Electronics · 0 citations

Open access Sep 2026

A Leakage-Aware and Decision-Oriented Multi-Model Analytics Approach for Predictive Risk Management in Educational Leadership

Leadership education (LE) can strengthen student success when leaders act early on credible, interpretable signals of academic risk. This paper evaluates a leakage-aware machine learning pipeline for two early-warning tasks: absence-risk classification and performance-risk screening. The pipeline combines categorical e...

A. Salamai · Electronics · 0 citations