Discrimination in the Age of Algorithms

IF 3 1区 社会学 Q1 LAW
Jon Kleinberg,Jens Ludwig,Sendhil Mullainathan,Cass R Sunstein
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Abstract

Abstract The law forbids discrimination. But the ambiguity of human decision-making often makes it hard for the legal system to know whether anyone has discriminated. To understand how algorithms affect discrimination, we must understand how they affect the detection of discrimination. With the appropriate requirements in place, algorithms create the potential for new forms of transparency and hence opportunities to detect discrimination that are otherwise unavailable. The specificity of algorithms also makes transparent tradeoffs among competing values. This implies algorithms are not only a threat to be regulated; with the right safeguards, they can be a potential positive force for equity.
算法时代的歧视
法律禁止歧视。但是,人类决策的模糊性往往使法律体系很难知道是否有人存在歧视。要了解算法如何影响歧视,我们必须了解它们如何影响歧视的检测。有了适当的要求,算法就有可能实现新形式的透明度,从而有机会发现在其他情况下无法发现的歧视。算法的特殊性也使得竞争价值之间的权衡变得透明。这意味着算法不仅是一种需要监管的威胁;有了适当的保障,它们可以成为促进公平的潜在积极力量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.10
自引率
0.00%
发文量
3
审稿时长
16 weeks
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