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A. Salomaa

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Open access 2023

Ontology-Guided Data Mesh Design for Decentralized Governance

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 · 0 citations
Open access 2024

AI-Enabled Threat Detection in Network Security

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 · 0 citations
Open access 2025

Graph Foundation Models for Cross-Domain Knowledge Integration and Analytics

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 · 0 citations

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