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Mathematics
Volume 13
Issue 10
10.3390/math13101649
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This is an early access version, the complete PDF, HTML, and XML versions will be available soon.
Article

A Bidirectional Material Diffusion Algorithm Based on Fusion Hypergraph Random Walks for Video Recommendation

by
Yibo Sun
1,
Lei Yue
2,3,
Tao He
2,3,
Weitong Chen
1 and
Zhe Sun
2,3,*
1
Faculty of Sciences, Engineering and Technology, The University of Adelaide, Adelaide, SA 5000, Australia
2
Post Big Data Technology and Application Engineering Research Center of Jiangsu Province, Nanjing University of Posts and Telecommunications, Nanjing 210003, China
3
Post Industry Technology Research and Development Center of the State Posts Bureau (Internet of Things Technology), Nanjing University of Posts and Telecommunications, Nanjing 210003, China
*
Author to whom correspondence should be addressed.
Mathematics 2025, 13(10), 1649; https://doi.org/10.3390/math13101649 (registering DOI)
Submission received: 10 March 2025 / Revised: 11 May 2025 / Accepted: 16 May 2025 / Published: 17 May 2025
Review Reports Versions Notes

Abstract

With the rapid popularization of video software, video recommendation algorithms have become crucial for ensuring the quality of video platforms. This study focuses on video tags and constructs a ternary structure of user–video–tags. It proposes a bidirectional material diffusion algorithm based on fusion hypergraph random walks for video recommendation. The effectiveness of the proposed algorithm is validated by comparing it with existing algorithms on public datasets.
Keywords: bidirectional material diffusion algorithm; hypergraph random walks; video recommendation bidirectional material diffusion algorithm; hypergraph random walks; video recommendation

Share and Cite

MDPI and ACS Style

Sun, Y.; Yue, L.; He, T.; Chen, W.; Sun, Z. A Bidirectional Material Diffusion Algorithm Based on Fusion Hypergraph Random Walks for Video Recommendation. Mathematics 2025, 13, 1649. https://doi.org/10.3390/math13101649

AMA Style

Sun Y, Yue L, He T, Chen W, Sun Z. A Bidirectional Material Diffusion Algorithm Based on Fusion Hypergraph Random Walks for Video Recommendation. Mathematics. 2025; 13(10):1649. https://doi.org/10.3390/math13101649

Chicago/Turabian Style

Sun, Yibo, Lei Yue, Tao He, Weitong Chen, and Zhe Sun. 2025. "A Bidirectional Material Diffusion Algorithm Based on Fusion Hypergraph Random Walks for Video Recommendation" Mathematics 13, no. 10: 1649. https://doi.org/10.3390/math13101649

APA Style

Sun, Y., Yue, L., He, T., Chen, W., & Sun, Z. (2025). A Bidirectional Material Diffusion Algorithm Based on Fusion Hypergraph Random Walks for Video Recommendation. Mathematics, 13(10), 1649. https://doi.org/10.3390/math13101649

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