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cs.LG2024
A Closer Look at Classification Evaluation Metrics and a Critical Reflection of Common Evaluation Practice
Juri Opitz
Classification systems are evaluated in a countless number of papers. However, we find that evaluation practice is often nebulous. Frequently, metrics are selected without argument…
cs.LG2019
Macro F1 and Macro F1
Juri Opitz, Sebastian Burst
The 'macro F1' metric is frequently used to evaluate binary, multi-class and multi-label classification problems. Yet, we find that there exist two different formulas to calculate…