A Critical Analysis of Classification Evaluation Metrics and Their Practical Application

Evaluation metrics for classification systems are often selected without clear justification, leading to potential biases and arbitrary rankings. This work provides a thorough analysis of common evaluation metrics, highlighting their properties and limitations, to enable more informed and transparent metric selection.