Enslaving the Algorithm: From a "Right to an Explanation" to a "Right to Better Decisions"?

Enslaving the Algorithm: From a "Right to an Explanation" to a "Right to Better Decisions"?
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DOI:
10.1109/msp.2018.2701152
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发表时间:
2018-05-01
影响因子:
1.9
通讯作者:
Veale, Michael
Veale, Michael
中科院分区:
计算机科学4区
文献类型:
--
作者:
Edwards, Lilian;Veale, Michael

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随着对黑箱机器学习系统中歧视的担忧上升,法律的“解释权”已成为一种有吸引力的治理方法。关于算法逻辑的有意义的信息在技术上比通常认为的更有可能,但这有可能导致一种新的“透明度谬误”--一种对实质性条款的补救幻想。
As concerns about discrimination in black box machine learning systems rise, a legal "right to an explanation" has emerged as an attractive approach for governance. Meaningful information about algorithmic logics is more technically possible than commonly thought, but this risks a new "transparency fallacy"-an illusion of remedy over a substantive provision.