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Know your algorithm: what media organizations need to explain to their users about news personalization
International Data Privacy Law ( IF 2.6 ) Pub Date : 2019-08-07 , DOI: 10.1093/idpl/ipz011
M Z van Drunen 1 , N Helberger 1 , M Bastian 1
Affiliation  

If the right to an explanation is expected to effectively safeguard users’ rights, it must be interpreted in a manner that takes the contextual risks algorithms pose to those rights into account. This article provides a framework of transparency instruments in the context of the news personalization algorithms employed by both traditional media organizations and social media companies. Explaining the impact on a user’s news diet and the role of editorial values in the algorithm is especially important in this context. Conversely, explanations of individual decisions and counterfactual explanations face specific practical and normative barriers that limit their utility.

中文翻译:

了解你的算法:媒体机构需要向用户解释新闻个性化的内容

如果希望解释权能够有效维护用户的权利,则必须以考虑算法对这些权利构成的上下文风险的方式来解释。本文在传统媒体组织和社交媒体公司采用的新闻个性化算法的背景下提供了一个透明度工具框架。在这种情况下,解释对用户新闻饮食的影响以及编辑值在算法中的作用尤为重要。相反,对个人决定的解释和反事实解释面临限制其效用的特定实践和规范障碍。
更新日期:2019-08-07
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