Author

Emily Carter

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Sep 2026

Graph Reasoning Over Enterprise Innovation Networks for Industrial Investment Risk Assessment

Regional industrial funds invest in technology-oriented manufacturing firms, advanced materials companies, intelligent equipment producers, energy enterprises, and digital infrastructure providers. Investment risk is influenced not only by financial indicators but also by patent quality, R&D collaboration, government s...

Emily J. Carter, James Bennett · The Journal of Applied Engi... · 0 citations

#graph neural networks Review Dec 2026

Supply Chain Credit Risk Propagation Modeling Through Heterogeneous Graph Learning and Enterprise Relation Inference

Supply chain finance involves complex credit relationships among core enterprises, upstream suppliers, downstream distributors, logistics providers, and financial institutions. Traditional risk assessment models often rely on isolated financial indicators and fail to capture risk propagation caused by delayed payments,...

Michael R. Anderson, Emily J. Carter, Daniel T. Miller · The Journal of Applied Engi... · 0 citations

#graph neural networks Sep 2026

Energy Consumption Graph Inference for Financing Risk Prediction in Industrial Enterprises

Energy cost financing is increasingly used by industrial enterprises to manage electricity, gas, steam, and fuel expenses during periods of high production demand or cash-flow pressure. However, abnormal energy consumption, declining production intensity, delayed utility payments, and unstable downstream orders may sig...

Emily Carter, Michael Thompson · The Journal of Applied Engi... · 0 citations