Rethinking Popularity Bias in Collaborative Filtering via Analytical Vector Decomposition

Lingfeng Liu, Yixin Song, Dazhong Shen +4

Popularity bias fundamentally undermines the personalization capabilities of collaborative filtering (CF) models, causing them to disproportionately recommend popular items while n…