Li, X. 2025. Design of a Web Content Personalized Recommendation System Based on Collaborative Filtering Improved by Combining k-means and LightGBM. Journal of Web Engineering. 24, 02 (Apr. 2025), 267–290. DOI:https://doi.org/10.13052/jwe1540-9589.2425.