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Cost-Sensitive Evaluation for Binary Classifiers

Published • May 26, 2026
Authors:
Pierangelo Lombardo
,
Antonio Casoli
,
Cristian Cingolani

Abstract

Selecting an appropriate evaluation metric for classifiers is crucial for model comparison, parameter optimization, and deployment decisions, yet there is no consensus on a broadly accepted evaluation paradigm explicitly aligned with Total Classification Cost (TCC) minimization. At the same time, cl...

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