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

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Authors Meike Zehlike, Tom SΓΌhr, Carlos Castillo arXiv ID 2012.12795 Category cs.IR: Information Retrieval Citations 2 Venue arXiv.org Last Checked 4 months ago
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 ($Ξ±$) to a discrete space of tables, which allows us to find $Ξ±_c$ using a binary search heuristic.
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