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Interval forecasting of exchange rates: a new interval decomposition ensemble approach 期刊论文
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 页码: 28
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
Favorite  |  View/Download:4/0  |  Submit date:2020/05/24
Exchange rate forecasting  Interval-valued data  Autoregressive model  Neural networks  Bivariate empirical mode decomposition  
A multi-scale method for forecasting oil price with multi-factor search engine data 期刊论文
APPLIED ENERGY, 2020, 卷号: 257, 页码: 12
Authors:  Tang, Ling;  Zhang, Chengyuan;  Li, Ling;  Wang, Shouyang
Favorite  |  View/Download:4/0  |  Submit date:2020/05/24
Big data  Search engine data  Google trends  Multivariate empirical mode decomposition  Oil price forecasting  
Forecasting container throughput based on wavelet transforms within a decomposition-ensemble methodology: a case study of China 期刊论文
MARITIME POLICY & MANAGEMENT, 2019, 卷号: 46, 期号: 2, 页码: 178-200
Authors:  Xie, Gang;  Qian, Yatong;  Yang, Hewei
Favorite  |  View/Download:21/0  |  Submit date:2019/03/05
Container throughput  wavelet transform  data characteristic analysis  time series forecasting  decomposition-ensemble methodology  
Text mining based theme logic structure identification: application in library journals 期刊论文
LIBRARY HI TECH, 2018, 卷号: 36, 期号: 3, 页码: 411-425
Authors:  Zhu, Qing;  Wu, Yiqiong;  Li, Yuze;  Han, Jing;  Zhou, Xiaoyang
Favorite  |  View/Download:19/0  |  Submit date:2018/07/30
Big data  Knowledge management  Machine learning  Text mining  ANN  EEMD  
Data characteristic analysis and model selection for container throughput forecasting within a decomposition-ensemble methodology 期刊论文
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2017, 卷号: 108, 页码: 160-178
Authors:  Xie, Gang;  Zhang, Ning;  Wang, Shouyang
Favorite  |  View/Download:15/0  |  Submit date:2018/07/25
Container throughput  Data characteristic analysis  Model selection  Time series forecasting  Decomposition-ensemble methodology  
Forecasting crude oil price with an EMD-based neural network ensemble learning paradigm 期刊论文
ENERGY ECONOMICS, 2008, 卷号: 30, 期号: 5, 页码: 2623-2635
Authors:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
Favorite  |  View/Download:4/0  |  Submit date:2018/07/30
empirical mode decomposition  ensemble learning  feed-forward neural network  adaptive linear neural network  crude oil price prediction