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- W4386977123 abstract "The applications of personalized recommender systems are rapidly expanding: encompassing social media, online shopping, search engine results, and more. These systems offer a more efficient way to navigate the vast array of items available. However, alongside this growth, there has been increased recognition of the potential for algorithmic systems to exhibit and perpetuate biases, risking unfairness in personalized domains. In this work, we explicate the inherent tension between personalization and conventional implementations of fairness. As an alternative, we propose equity to achieve fairness in the context of epistemic utility. We provide a mapping between goals and practical implementations and detail policy recommendations across key stakeholders to forge a path towards achieving fairness in personalized systems." @default.
- W4386977123 created "2023-09-23" @default.
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- W4386977123 creator A5021339534 @default.
- W4386977123 date "2023-09-05" @default.
- W4386977123 modified "2023-10-18" @default.
- W4386977123 title "Fairness Vs. Personalization: Towards Equity in Epistemic Utility" @default.
- W4386977123 doi "https://doi.org/10.48550/arxiv.2309.11503" @default.
- W4386977123 hasPublicationYear "2023" @default.
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