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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
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie;  Zhang, Guowei
Favorite  |  View/Download:3/0  |  Submit date: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
Authors:  Sun, Yuying;  Zhang, Xun;  Wang, Shouyang
Favorite  |  View/Download:4/0  |  Submit date: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
Authors:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
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Tourism demand  Complete ensemble empirical mode decomposition with adaptive noise  Data characteristic analysis  Time series forecasting  
Text-based crude oil price forecasting: A deep learning approach 期刊论文
INTERNATIONAL JOURNAL OF FORECASTING, 2019, 卷号: 35, 期号: 4, 页码: 1548-1560
Authors:  Li, Xuerong;  Shang, Wei;  Wang, Shouyang
Favorite  |  View/Download:14/0  |  Submit date:2020/01/10
Oil price forecasting  Financial markets  Online news  Text analysis  Convolutional neural network  
China's Provincial Vehicle Ownership Forecast and Analysis of the Causes Influencing the Trend 期刊论文
SUSTAINABILITY, 2019, 卷号: 11, 期号: 14, 页码: 26
Authors:  Ma, Lin;  Wu, Manhua;  Tian, Xiujuan;  Zheng, Guanheng;  Du, Qinchuan;  Wu, Tian
Favorite  |  View/Download:9/0  |  Submit date:2019/10/28
vehicle ownership forecast  Gompertz model  GDP per capita  trends comparison  cause analysis  
A Demand Forecasting Method Based on Stochastic Frontier Analysis and Model Average: An Application in Air Travel Demand Forecasting 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2019, 卷号: 32, 期号: 2, 页码: 615-633
Authors:  Zhang Xinyu;  Zheng Yafei;  Wang Shouyang
Favorite  |  View/Download:9/0  |  Submit date:2020/01/10
Air travel demand  demand forecasting  model average  model uncertainty  stochastic frontier analysis  
ademandforecastingmethodbasedonstochasticfrontieranalysisandmodelaverageanapplicationinairtraveldemandforecasting 期刊论文
journalofsystemsscienceandcomplexity, 2019, 卷号: 32, 期号: 2, 页码: 615
Authors:  Zhang Xinyu;  Zheng Yafei;  Wang Shouyang
Favorite  |  View/Download:8/0  |  Submit date:2020/01/10
Threshold autoregressive models for interval-valued time series data 期刊论文
JOURNAL OF ECONOMETRICS, 2018, 卷号: 206, 期号: 2, 页码: 414-446
Authors:  Sun, Yuying;  Han, Ai;  Hong, Yongmiao;  Wang, Shouyang
Favorite  |  View/Download:16/0  |  Submit date:2018/11/16
Asymmetric reaction  Interval-valued data  Minimum distance estimation  Nonlinearity  Symbolic data  Threshold autoregressive interval models  
A semi-heterogeneous approach to combining crude oil price forecasts 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 460, 页码: 279-292
Authors:  Wang, Jue;  Li, Xiang;  Hong, Tao;  Wang, Shouyang
Favorite  |  View/Download:18/0  |  Submit date:2018/10/07
Crude oil price  Decomposition and reconstruction  Forecast combination  Model selection  
A decomposition-clustering-ensemble learning approach for solar radiation forecasting 期刊论文
SOLAR ENERGY, 2018, 卷号: 163, 页码: 189-199
Authors:  Sun, Shaolong;  Wang, Shouyang;  Zhang, Guowei;  Zheng, Jiali
Favorite  |  View/Download:14/0  |  Submit date:2018/07/30
Solar radiation forecasting  Decomposition-clustering-ensemble learning approach  Ensemble empirical mode decomposition  Least square support vector regression