Celalettin Arslan

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-...