วันเสาร์ที่ 25 กุมภาพันธ์ พ.ศ. 2566

Geometric Mean of TPR and TNR

Used in binary classification

G-mean = Sqrt of TPR*TNR

AUC is an error or performance metric very useful for replacing accuracy in binary classification with strong class imbalance. https://thedigitalskye.com/2021/04/19/6-useful-metrics-to-evaluate-binary-classification-models/

Geometric mean in general isn’t an error or performance metric, but is just an alternative to an arithmetic mean that’s robust to different normalization schemes.

Metrics in binary classification https://neptune.ai/blog/evaluation-metrics-binary-classification