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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
作者:  Li, Jingjing;  Tang, Ling;  Wang, Shouyang
收藏  |  浏览/下载:168/0  |  提交时间:2020/06/30
Big data  Multilingual search engine index  Crude oil price forecasting  Google Trends  Artificial intelligence  
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
作者:  Li, Xuerong;  Shang, Wei;  Wang, Shouyang
收藏  |  浏览/下载:207/0  |  提交时间:2020/01/10
Oil price forecasting  Financial markets  Online news  Text analysis  Convolutional neural network  
Timing the market: the economic value of price extremes 期刊论文
Financial Innovation, 2018, 卷号: 4, 期号: 1
作者:  Xie,Haibin;  Wang,Shouyang
收藏  |  浏览/下载:155/0  |  提交时间:2018/11/16
Price extremes  Return decomposition  Asymmetry  Return predictability  
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
作者:  Wang, Jue;  Athanasopoulos, George;  Hyndman, Rob J.;  Wang, Shouyang
收藏  |  浏览/下载:185/0  |  提交时间:2018/11/16
Crude oil futures price  Internet concern  BEMD  ELM  
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
作者:  Sun, Yuying;  Han, Ai;  Hong, Yongmiao;  Wang, Shouyang
收藏  |  浏览/下载:192/0  |  提交时间:2018/11/16
Asymmetric reaction  Interval-valued data  Minimum distance estimation  Nonlinearity  Symbolic data  Threshold autoregressive interval models  
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:171/0  |  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  
A semi-heterogeneous approach to combining crude oil price forecasts 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 460, 页码: 279-292
作者:  Wang, Jue;  Li, Xiang;  Hong, Tao;  Wang, Shouyang
收藏  |  浏览/下载:234/0  |  提交时间:2018/10/07
Crude oil price  Decomposition and reconstruction  Forecast combination  Model selection  
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
作者:  Yu, Lean;  Zhang, Xun;  Wang, Shouyang
收藏  |  浏览/下载:187/0  |  提交时间: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
作者:  Xiao, Jin;  Hu, Yi;  Xiao, Yi;  Xu, Lixiang;  Wang, Shouyang
收藏  |  浏览/下载:131/0  |  提交时间:2018/07/30
Hybrid transfer learning model  Analog complexing  Genetic algorithm  Crude oil price forecasting  Transfer learning technique  
Fuel efficiency and emission in China's road transport sector: Induced effect and rebound effect 期刊论文
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2016, 卷号: 112, 页码: 188-197
作者:  Chai, Jian;  Yang, Ying;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:129/0  |  提交时间:2018/07/30
Road traffic system  Vehicle emission  Fuel efficiency  Rebound effect  Induced effect  Policies