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Deterministic and probabilistic wind speed forecasting with de-noising-reconstruction strategy and quantile regression based algorithm 期刊论文
RENEWABLE ENERGY, 2020, 卷号: 162, 页码: 1208-1226
作者:  Hu, Jianming;  Heng, Jiani;  Wen, Jiemei;  Zhao, Weigang
收藏  |  浏览/下载：137/0  |  提交时间：2021/04/26
Renewable energy  Complete empirical mode decomposition with adaptive noise  Quantile regression neural network  Wind speed forecasting  Distance correlation  
A new ensemble deep learning approach for exchange rates forecasting and trading 期刊论文
ADVANCED ENGINEERING INFORMATICS, 2020, 卷号: 46, 页码: 10
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载：131/0  |  提交时间：2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM  
A multi-granularity heterogeneous combination approach to crude oil price forecasting 期刊论文
ENERGY ECONOMICS, 2020, 卷号: 91, 页码: 9
作者:  Wang, Jue;  Zhou, Hao;  Hong, Tao;  Li, Xiang;  Wang, Shouyang
收藏  |  浏览/下载：139/0  |  提交时间：2021/01/14
Crude oil Price  Forecast combination  Feature selection  Multi-granularity  Artificial bee colony  
A Clustering-Based Nonlinear Ensemble Approach for Exchange Rates Forecasting 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 6, 页码: 2284-2292
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie;  Zhang, Guowei
收藏  |  浏览/下载：137/0  |  提交时间：2020/06/30
Forecasting  Exchange rates  Predictive models  Self-organizing feature maps  Clustering algorithms  exchange rates forecasting  kernel-based extreme learning machine (KELM)  nonlinear ensemble  
A Hierarchical Forecasting Model for China's Foreign Trade 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2020, 页码: 17
作者:  Sun, Yuying;  Zhang, Xun;  Wang, Shouyang
收藏  |  浏览/下载：133/0  |  提交时间：2020/06/30
Decomposed and combined models  exports and imports  forecasts  hierarchy  trade structure  
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：163/0  |  提交时间：2020/06/30
Tourism demand  Complete ensemble empirical mode decomposition with adaptive noise  Data characteristic analysis  Time series forecasting  
基于时变模型平均方法的我国航空客运量预测 期刊论文
系统工程理论与实践, 2020, 卷号: 40, 期号: 6, 页码: 1509-1519
作者:  张健;  孙玉莹;  张新雨;  汪寿阳
收藏  |  浏览/下载：207/0  |  提交时间：2021/01/14
air passengers  time-varying model average  non-parametric estimation  time-varying weights  time-varying parameter predictive models  航空客运量  时变模型平均  非参数估计  时变权重  时变参数预测模型