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

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.

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Institutions

Publication Details

Journal
Mathematics
Published
2025-05-17
DOI
https://doi.org/10.3390/math13101649
Citations
1
Primary Topic
Music and Audio Processing
Type
article
Field-Weighted Citation Impact
1.49

Funders

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article

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

Yibo Sun, Zhe Sun, Weitong Chen, Tao He et al.
1 citations
Mathematics
Music and Audio Processing
1.49
article

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

Yibo Sun, Zhe Sun, Weitong Chen, Tao He, Lei Yue
article en
1 citations

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.

MathematicsVol. 13(10)
Nanjing University of Posts and Telecommunications (CN), The University of Adelaide (AU)
Jiangsu Agricultural Science and Technology Innovation Fund
Openalex Percentile: Top 19%
Music and Audio Processing
1.49
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