论文标题

法律要求对机器学习中解释性的影响

Impact of Legal Requirements on Explainability in Machine Learning

论文作者

Bibal, Adrien, Lognoul, Michael, de Streel, Alexandre, Frénay, Benoît

论文摘要

欧洲法律对解释性的要求及其对机器学习的影响(ML)模型并不总是很清楚。从这个角度来看,我们的研究分析了对私人和公共决策施加的解释义务,以及如何通过机器学习技术实施它们。

The requirements on explainability imposed by European laws and their implications for machine learning (ML) models are not always clear. In that perspective, our research analyzes explanation obligations imposed for private and public decision-making, and how they can be implemented by machine learning techniques.

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