Hierarchical semantic extraction and heterogeneous graph neural networks for event-driven time series forecasting
- DOI
- 10.1038/s41598-026-56483-9
- Published
- 2026-06-10
- Container
- Scientific Reports
- Publisher
- Springer Science and Business Media LLC
- Open access
- unknown
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Cite this work
BibTeX
@article{allodium:10.1038/s41598-026-56483-9,
title = {Hierarchical semantic extraction and heterogeneous graph neural networks for event-driven time series forecasting},
author = {Caichun Cen and Hongyan Liu and Beigu Hu and Shang Cao and Ziqi Qu and Yanyan Liang and Zeling Xu and Yuntao Zou},
year = {2026},
journal = {Scientific Reports},
doi = {10.1038/s41598-026-56483-9},
url = {https://doi.org/10.1038/s41598-026-56483-9}
}RIS
TY - JOUR TI - Hierarchical semantic extraction and heterogeneous graph neural networks for event-driven time series forecasting AU - Caichun Cen AU - Hongyan Liu AU - Beigu Hu AU - Shang Cao AU - Ziqi Qu AU - Yanyan Liang AU - Zeling Xu AU - Yuntao Zou PY - 2026 JO - Scientific Reports DO - 10.1038/s41598-026-56483-9 UR - https://doi.org/10.1038/s41598-026-56483-9 ER -
APA
Cen, C., Liu, H., Hu, B., Cao, S., Qu, Z., Liang, Y., Xu, Z., & Zou, Y. (2026). Hierarchical semantic extraction and heterogeneous graph neural networks for event-driven time series forecasting. Scientific Reports. https://doi.org/10.1038/s41598-026-56483-9
Source records
- crossref · retrieved 2026-09-27T11:48:56.737Z