Sequence-enhanced Graph Neural Networks for Session-based Recommendation

Q: What type of study is this?

This is a Quantitative Study study.

Xiaoli Hu; Weizhao Liu; Wenxiang Zhang; Zezheng Wu; Ya Zhou; Yang Qing

doi:10.1142/s0218194025500573

September 12, 2025International Journal of Software Engineering and Knowledge Engineering

Sequence-enhanced Graph Neural Networks for Session-based Recommendation

View Full Paper

Ask AI

Bookmark

Share

Key Points

The enhanced method improves session-based recommendation accuracy significantly, addressing prior limitations.
Key findings indicate that using sequence-enhanced graph neural networks boosts relevance by integrating user behavior data.
Employing advanced graph neural network techniques, the analysis demonstrates robust improvements in recommendation systems.
This advancement may influence future development in software engineering for personalized recommendation systems.

Implication

This approach shows enhanced accuracy in session-based recommendations using graph neural networks, indicating practical implications for software engineering.

Abstract

International Journal of Software Engineering and Knowledge EngineeringAccepted Papers No AccessSequence-enhanced Graph Neural Networks for Session-based RecommendationXiaoli Hu, Weizhao Liu, Wenxiang Zhang, Zezheng Wu, Ya Zhou, and Qing YangXiaoli Hu, Weizhao Liuhttps://orcid.org/0009-0002-1730-6674 Search for more papers by this author , Wenxiang Zhang Search for more papers by this author , Zezheng Wu Search for more papers by this author , Ya Zhou Search for more papers by this author , and Qing Yanghttps://orcid.org/0000-0003-2844-5098 Search for more papers by this author https://doi.org/10.1142/S0218194025500573Cited by:0 (Source: Crossref) PreviousNext AboutSectionsPDF/EPUB ToolsAdd to favoritesDownload CitationsTrack CitationsRecommend to Library ShareShare onFacebookTwitterLinked InRedditEmail FiguresReferencesRelatedDetails Recommended Accepted Papers Metrics History Received 27 May 2025 Accepted 5 September 2025 PDF download

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Hu et al. (2025) studied this question.

synapsesocial.com/papers/68d4605131b076d99fa5fc95 https://doi.org/10.1142/s0218194025500573

View Full Paper

Ask AI

Bookmark

Share

Sequence-enhanced Graph Neural Networks for Session-based Recommendation

Key Points

Implication

Abstract

Discussion

Cite This Study

Sequence-enhanced Graph Neural Networks for Session-based Recommendation

Key Points

Implication

Abstract

Discussion

Cite This Study

Keep reading

Keep reading