ML functional performance metrics · Question 42 of 60

A model yields TP = 8, FP = 2, FN = 2 and TN = 988 for 1,000 cases. Which values are correct?

4 answers are correct. Hard

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Answer

  • A Accuracy 99.6%
  • B F1-score 80
  • D Precision 80%
  • E Recall 80%

Explanation

Accuracy = (8 + 988) / 1000 = 99.6%. Precision = 8 / (8 + 2) = 80%, recall = 8 / (8 + 2) = 80%, F1 = 2 × 80 × 80 / 160 = 80. If precision and recall are equal, the F1-score is exactly this value.

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