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Forecasting crude oil price with multilingual search engine data 期刊论文
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 卷号: 551, 页码: 14
Authors:  Li, Jingjing;  Tang, Ling;  Wang, Shouyang
Favorite  |  View/Download:7/0  |  Submit date:2020/06/30
Big data  Multilingual search engine index  Crude oil price forecasting  Google Trends  Artificial intelligence  
Crude oil price analysis and forecasting: A perspective of "new triangle" 期刊论文
ENERGY ECONOMICS, 2020, 卷号: 87, 页码: 14
Authors:  Lu, Quanying;  Li, Yuze;  Chai, Jian;  Wang, Shouyang
Favorite  |  View/Download:5/0  |  Submit date:2020/06/30
Crude oil  Dynamic Bayesian structural time series model  Google trend  Kalman filtering  Spike and slab prior  Bayesian model average  
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:18/0  |  Submit date:2020/01/10
Oil price forecasting  Financial markets  Online news  Text analysis  Convolutional neural network  
Crude oil price forecasting based on internet concern using an extreme learning machine 期刊论文
INTERNATIONAL JOURNAL OF FORECASTING, 2018, 卷号: 34, 期号: 4, 页码: 665-677
Authors:  Wang, Jue;  Athanasopoulos, George;  Hyndman, Rob J.;  Wang, Shouyang
Favorite  |  View/Download:24/0  |  Submit date:2018/11/16
Crude oil futures price  Internet concern  BEMD  ELM  
Interval decomposition ensemble approach for crude oil price forecasting 期刊论文
ENERGY ECONOMICS, 2018, 卷号: 76, 页码: 274-287
Authors:  Sun, Shaolong;  Sun, Yuying;  Wang, Shouyang;  Wei, Yunjie
Favorite  |  View/Download:17/0  |  Submit date:2019/03/05
Bivariate empirical mode decomposition  Crude oil price forecasting  Interval-valued time series  Interval Holt's method  Interval neural networks  
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:21/0  |  Submit date:2018/10/07
Crude oil price  Decomposition and reconstruction  Forecast combination  Model selection  
Interval decomposition ensemble approach for crude oil price forecasting 期刊论文
ENERGY ECONOMICS, 2018, 卷号: 76, 页码: 274
Authors:  Sun, Shaolong;  Sun, Yuying;  Wang, Shouyang;  Wei, Yunjie
Favorite  |  View/Download:8/0  |  Submit date:2019/12/31
Crude oil price forecasting based on internet concern using an extreme learning machine 期刊论文
INTERNATIONAL JOURNAL OF FORECASTING, 2018, 卷号: 34, 期号: 4, 页码: 665
Authors:  Wang, Jue;  Athanasopoulos, George;  Hyndman, Rob J.;  Wang, Shouyang
Favorite  |  View/Download:9/0  |  Submit date:2019/12/31
Assessing Potentiality of Support Vector Machine Method in Crude Oil Price Forecasting 期刊论文
EURASIA JOURNAL OF MATHEMATICS SCIENCE AND TECHNOLOGY EDUCATION, 2017, 卷号: 13, 期号: 12, 页码: 7893-7904
Authors:  Yu, Lean;  Zhang, Xun;  Wang, Shouyang
Favorite  |  View/Download:17/0  |  Submit date:2018/07/30
support vector machines  artificial neural networks  ARIMA model  ARFIMA model  Markov-switching ARFIMA model  
A hybrid transfer learning model for crude oil price forecasting 期刊论文
STATISTICS AND ITS INTERFACE, 2017, 卷号: 10, 期号: 1, 页码: 119-130
Authors:  Xiao, Jin;  Hu, Yi;  Xiao, Yi;  Xu, Lixiang;  Wang, Shouyang
Favorite  |  View/Download:9/0  |  Submit date:2018/07/30
Hybrid transfer learning model  Analog complexing  Genetic algorithm  Crude oil price forecasting  Transfer learning technique