Enhancing recommender systems with provider fairness through preference distribution awareness

Going beyond recommendations’ effectiveness, by ensuring properties such as unbiased and fair results, is an aspect that is receiving more and more attention in the literature. This means not only providing accurate recommendations but also ensuring that the visibility of providers aligns with user...

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Bibliographic Details

Published in:	International Journal of Information Management Data Insights
Main Authors:	Elizabeth Gómez, David Contreras, Ludovico Boratto, Maria Salamó
Format:	Article
Language:	English
Published:	Elsevier 2025-06-01
Subjects:	Recommender systems Re-ranking algorithm Algorithmic fairness Geographic demographic groups Data imbalance Disparate impact
Online Access:	http://www.sciencedirect.com/science/article/pii/S2667096824001009