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Apr, 2024
FairEM360: 负责任实体匹配套件
FairEM360: A Suite for Responsible Entity Matching
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Nima Shahbazi, Mahdi Erfanian, Abolfazl Asudeh, Fatemeh Nargesian, Divesh Srivastava
TL;DR
本研究旨在展示FairEM360框架，它能够通过多种公平性测量和范式审计实体匹配器的输出，提供潜在的不公平原因解释，并通过人为回馈的探索过程以及多个匹配器的集成来解决不公平问题，从而帮助提高评估EM管道的公平性考虑。
Abstract
entity matching
is one the earliest tasks that occur in the big data pipeline and is alarmingly exposed to
unintentional biases
that affect the quality of data. Identifying and mitigating the biases that exist in
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