Personalized Analysis of Online Civic Education in Colleges and Universities with Improved Recommendation Algorithm

Published Online: Mar 17, 2025

Received: Oct 11, 2024

Accepted: Jan 27, 2025

DOI: https://doi.org/10.2478/amns-2025-0190

Keywords

Collaborative filtering, Popularity correction factor, Hybrid recommendation algorithm, Behavioral characteristics, Personalized learning

© 2025 Xingli Wang et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.