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Probabilistic oil price forecasting with a variational mode decomposition-gated recurrent unit model incorporating pinball loss

Zhesen Cui Tian Li Zhe Ding Xi'an Li Jinran Wu

数据科学与管理（英文）2025，Vol.8Issue(3)：237-247,11.

数据科学与管理（英文）2025，Vol.8Issue(3)：237-247,11.DOI:10.1016/j.dsm.2024.10.003

Probabilistic oil price forecasting with a variational mode decomposition-gated recurrent unit model incorporating pinball loss

Zhesen Cui ¹Tian Li ²Zhe Ding ³Xi'an Li ⁴Jinran Wu⁵

作者信息

1. Department of Computer Science,Changzhi University,Changzhi,Shanxi,046011,China
2. The Faculty of Engineering,Architecture and Information Technology,The University of Queensland,St Lucia,4072,Australia
3. School of Cyberspace Security,Beijing University of Posts and Telecommunications,Beijing,100876,China
4. Ceyear Technologies Co.,Ltd,Qingdao,Shandong,266555,China
5. School of Mathematics and Physics,The University of Queensland,St Lucia,4067,Australia
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摘要

关键词

Time-series forecasting/Quantile approach/Decomposition method/Deep learning

Key words

Time-series forecasting/Quantile approach/Decomposition method/Deep learning

引用本文复制引用

Zhesen Cui,Tian Li,Zhe Ding,Xi'an Li,Jinran Wu..Probabilistic oil price forecasting with a variational mode decomposition-gated recurrent unit model incorporating pinball loss[J].数据科学与管理（英文）,2025,8(3):237-247,11.

基金项目

This research was supported by the"Chunhui"Program Collaborative Scientific Research Project(Grant No.202202004),Fundamental Research Program of Shanxi Province(Grant No.202303021222271),Scientific and Technological Innovation Programs of Higher Education Institutions in Shanxi,PR China(Grant No.2022L517). （Grant No.202202004）

数据科学与管理（英文）

ISSN：2666-7649

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