An ontology-guided approach to Data Mesh design is proposed, leveraging domain ontologies to ensure semantic interoperability, governance automation, and federated data product discovery and demonstrates how ontologies facilitate coherent data governance across distributed teams while preserving the autonomy of individ...
Seppo Linnainmaa, A. Salomaa· International Journal of Dat...· 0 citations
An AI-based threat detection framework that integrates network traffic analysis, preprocessing, feature engineering, threat classification, and automated response is proposed that outperforms conventional methods by providing higher detection accuracy, lower false alarms, and faster response.
Seppo Linnainmaa, A. Salomaa· International Journal of Mod...· 0 citations
The proposed framework provides a scalable foundation for graph-based artificial intelligence and has applications in biomedical knowledge discovery, financial fraud detection, industrial digital twins, recommendation systems, cybersecurity intelligence, scientific literature mining, and smart governance.
Seppo Linnainmaa, A. Salomaa· International Journal of Eme...· 0 citations
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