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Jun, 2023
采样始终群体公平的个体公平排序
Sampling Individually-Fair Rankings that are Always Group Fair
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Sruthi Gorantla, Anay Mehrotra, Amit Deshpande, Anand Louis
TL;DR
本研究提出了一种有效的算法,在保持个体公平的情况下,从一组项目中随机抽样出排名,以确保输出排名满足群体公平性限制,同时保证输出排名的期望效用至少是最优公平解的效用的α倍,进而实现在线平台的算法公平。
Abstract
Rankings on
online platforms
help their end-users find the relevant information -- people, news, media, and products -- quickly.
fair ranking tasks
, which ask to rank a set of items to maximize utility subject to
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