Questions tagged [algorithmic-fairness]

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Accuracy for unfairness detection

I am dealing with unfairness and I am trying to find out some metrics to detect unfairness presence in my dataset. I am starting from the very bases: accuracy. My main question is Do you think I can ...
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Fairness of data-driven comparison: LR vs. mixed effects LR

In terms of comparability of LR vs. mixed effects LR, I wonder if it is a problem since number of variables is large (so far 55). However, the RF model is modelled using 55 variables, but the mixed ...
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Intuition for why a classifier cannot be well-calibrated and achieve error rate balance across groups

There are several results in the literature now, stating that a classifier cannot fulfill calibration and error rate balance at the same time if there are actual differences between groups. To pick ...
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