The Threshold Mattered More Than the Model
An MSc thesis on card fraud detection over 590,540 IEEE-CIS transactions: leakage-safe chronological evaluation, bootstrap confidence intervals that changed the conclusion, SHAP feature reduction, and why one hand-picked number moved the system further than the model choice did.