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Short-term load forecasting with an improved dynamic decomposition-reconstruction-ensemble approach 期刊论文
ENERGY, 2023, 卷号: 263, 页码: 16
作者:  Yang, Dongchuan;  Guo, Ju-e;  Li, Yanzhao;  Sun, Shaolong;  Wang, Shouyang
收藏  |  浏览/下载:143/0  |  提交时间:2023/02/07
Short -term load forecasting  Time series modeling  Dynamic decomposition-reconstruction tech  nique  Neural networks  
Model averaging for interval-valued data 期刊论文
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 卷号: 301, 期号: 2, 页码: 772-784
作者:  Sun, Yuying;  Zhang, Xinyu;  Wan, Alan T. K.;  Wang, Shouyang
收藏  |  浏览/下载:191/0  |  提交时间:2023/02/07
Forecasting  Asymptotic optimality  Interval-valued time series  Model averaging  Vector autoregression  
A New Two-Stage Approach with Boosting and Model Averaging for Interval-Valued Crude Oil Prices Forecasting in Uncertainty Environments 期刊论文
FRONTIERS IN ENERGY RESEARCH, 2021, 卷号: 9, 页码: 11
作者:  Huang, Bai;  Sun, Yuying;  Wang, Shouyang
收藏  |  浏览/下载:182/0  |  提交时间:2022/04/02
crude oil prices forecasting  forecast combination  interval-valued time series  model averaging  vector L2-boosting  
A decomposition-ensemble approach for tourism forecasting 期刊论文
ANNALS OF TOURISM RESEARCH, 2020, 卷号: 81, 页码: 16
作者:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
收藏  |  浏览/下载:243/0  |  提交时间:2020/06/30
Tourism demand  Complete ensemble empirical mode decomposition with adaptive noise  Data characteristic analysis  Time series 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
作者:  Xie, Gang;  Qian, Yatong;  Yang, Hewei
收藏  |  浏览/下载:236/0  |  提交时间:2019/03/05
Container throughput  wavelet transform  data characteristic analysis  time series forecasting  decomposition-ensemble methodology  
Interval decomposition ensemble approach for crude oil price forecasting 期刊论文
ENERGY ECONOMICS, 2018, 卷号: 76, 页码: 274-287
作者:  Sun, Shaolong;  Sun, Yuying;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:257/0  |  提交时间:2019/03/05
Bivariate empirical mode decomposition  Crude oil price forecasting  Interval-valued time series  Interval Holt's method  Interval neural networks  
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
作者:  Xie, Gang;  Zhang, Ning;  Wang, Shouyang
收藏  |  浏览/下载:182/0  |  提交时间:2018/07/25
Container throughput  Data characteristic analysis  Model selection  Time series forecasting  Decomposition-ensemble methodology  
A novel mode-characteristic-based decomposition ensemble model for nuclear energy consumption forecasting 期刊论文
ANNALS OF OPERATIONS RESEARCH, 2015, 卷号: 234, 期号: 1, 页码: 111-132
作者:  Tang, Ling;  Wang, Shuai;  He, Kaijian;  Wang, Shouyang
收藏  |  浏览/下载:194/0  |  提交时间:2018/07/30
Decomposition ensemble model  Data-characteristic-based modeling  Nuclear energy consumption forecasting  Time series analysis  Intelligent knowledge management  
A neural-network-based nonlinear metamodeling approach to financial time series forecasting 期刊论文
APPLIED SOFT COMPUTING, 2009, 卷号: 9, 期号: 2, 页码: 563-574
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:193/0  |  提交时间:2018/07/30
Artificial neural networks  Metamodeling  Data sampling  Meta-learning  PCA  Financial time series forecasting