EquiRate: balanced rating injection approach for popularity bias mitigation in recommender systems

Recommender systems often suffer from popularity bias problem, favoring popular items and overshadowing less known or niche content, which limits recommendation diversity and content exposure. The root reason for this issue is the imbalances in the rating distribution; a few popular items receive a...

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Bibliographic Details
Main Authors: Mert Gulsoy, Emre Yalcin, Alper Bilge
Format: Article
Language:English
Published: PeerJ Inc. 2025-07-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-3055.pdf
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