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Relation

Multi-Class Evaluation Metrics

  • Macro-average: each class has equal weight.
  1. Compute metric with each class
  2. Average resulting metrics across classes
  • Micro-average: Each instance has equal weight, largest class has most influence
  1. Aggregate outcomes across classes
  2. Compute metric with aggregate outcomes

If want to weight metric towards largest classes → use micro-averaging If you want to weight metric towards smallest classes → use macro-averaging

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Updated 2021-10-03

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Data Science