Author

F. B. Günay

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Open access Aug 2026

Event-Wise Validation of Machine Learning for Magnitude-Threshold Classification Using the Turkish Strong-Motion Database (SMD-TR)

Magnitude-threshold classifiers trained on multiple station records from the same earthquake are vulnerable to event-level data leakage, and comparisons across magnitude boundaries can be misleading because the class definition and prevalence change. We evaluated ten machine-learning classifiers using the official SMD-...

Celalettin Arslan, F. B. Günay · Applied Sciences · 0 citations

#edge computing Open access Aug 2026

FedMCP++: Integrating Modular Expert Heads with Prototype-Guided Contrastive Distillation for Wireless Personalized Federated Learning

FedMCP++, a modular and communication-efficient personalized FL framework in which every client owns a complete private model—a lightweight convolutional backbone with a private expert head—and collaboration is carried out entirely through knowledge exchange rather than parameter exchange, is introduced.

F. B. Günay, Ferhat Bozkurt · Italian National Conference... · 0 citations