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Mahabala H. N.

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Open access 2025

Federated Learning Framework for Privacy-Preserving Smart Infrastructure Monitoring

This paper proposes a Federated Learning Framework for Privacy-Preserving Smart Infrastructure Monitoring (FL-PSIM), which enables decentralized model training without transferring raw infrastructure data and optimizes global learning while maintaining local data privacy.

Mahabala H. N. · 0 citations
Open access 2025

Federated Predictive Learning with Privacy-Aware Model Aggregation for Distributed Analytics

This study proposes a Federated Predictive Learning with Privacy-Aware Model Aggregation (FPL-PAMA) framework, suitable for applications including healthcare, IoT, smart manufacturing, transportation, and financial fraud detection, providing a secure and scalable solution for next-generation distributed intelligent systems.

Mahabala H. N., Seshagiri N · 0 citations