论文标题

关于Fa*ir的显着性调整的注释,有两个受保护的组

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

论文作者

Zehlike, Meike, Sühr, Tom, Castillo, Carlos

论文摘要

在本报告中,我们从Zehlike等人的Fa*ir算法进行了改善,该算法与该保护组的最低比例$ p $相结合而没有起作用。我们展示了如何准确计算每个排名位置的最小候选人数量,并提供从显着性水平的连续空间($α$)到离散表的映射,从而使我们可以使用二进制搜索启发式方法找到$α_C$。

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 ($α$) to a discrete space of tables, which allows us to find $α_c$ using a binary search heuristic.

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