Research on collaborative filtering algorithm based on improved K-means algorithm for user attribute rating and co-rating

Abstract In response to the challenges of information overload in large datasets, as well as issues related to data sparsity and cold starts in traditional recommendation algorithms, this paper proposes a collaborative filtering algorithm based on an enhanced K-means algorithm for user attribute rat...

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Bibliographic Details
Main Authors: ShengShai Zhang, Shiping Chen, Xiaodong Yu, Shaowei Mei
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-96705-0
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