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May, 2023
自动决策系统中反馈环路分类及其与偏见的关系
A Classification of Feedback Loops and Their Relation to Biases in Automated Decision-Making Systems
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Nicolò Pagan, Joachim Baumann, Ezzat Elokda, Giulia De Pasquale, Saverio Bolognani...
TL;DR
本文运用动态系统理论对基于机器学习的决策制定流程中的不同类型的反馈循环进行分类,为研究反馈循环提供了一个统一而有原则性的框架;通过定性分析和推荐系统的模拟示例,我们还发现了在ML偏见中存在哪些有可能会持续、加强或减少。
Abstract
prediction-based decision-making
systems are becoming increasingly prevalent in various domains. Previous studies have demonstrated that such systems are vulnerable to runaway
feedback loops
, e.g., when police ar
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