Part V · Chapter 56Version 1.1 · 5 November 202636 min read

    Calibration Across Groups

    Key message

    A probability score is fair to read only if it means the same thing in every group; group-wise recalibration after training restores that meaning, but it cannot repair a biased label and it generally conflicts with equal error rates.

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