A Note on the Significance Adjustment for FA*IR with Two Protected Groups

Abstract

In this report we provide an improvement of the significance adjustment from the FA*IR algorithm of Zehlike et al., which did not work for very short rankings in combination with a low minimum proportion p for the protected group. We show how the minimum number of protected candidates per ranking position can be calculated exactly and provide a mapping from the continuous space of significance levels () to a discrete space of tables, which allows us to find _c using a binary search heuristic.

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Reproductions