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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  
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  
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:235/0  |  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:132/0  |  提交时间:2018/07/30
Hybrid transfer learning model  Analog complexing  Genetic algorithm  Crude oil price forecasting  Transfer learning technique  
Forecasting crude oil price with an EMD-based neural network ensemble learning paradigm 期刊论文
ENERGY ECONOMICS, 2008, 卷号: 30, 期号: 5, 页码: 2623-2635
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:92/0  |  提交时间:2018/07/30
empirical mode decomposition  ensemble learning  feed-forward neural network  adaptive linear neural network  crude oil price prediction  
A new approach for crude oil price analysis based on Empirical Mode Decomposition 期刊论文
ENERGY ECONOMICS, 2008, 卷号: 30, 期号: 3, 页码: 905-918
作者:  Zhang, Xun;  Lai, K. K.;  Wang, Shou-Yang
收藏  |  浏览/下载:96/0  |  提交时间:2018/07/30
Empirical Mode Decomposition  crude oil price  forecasting  composition  volatility  
A new method for crude oil price forecasting based on support vector machines 期刊论文
COMPUTATIONAL SCIENCE - ICCS 2006, PT 4, PROCEEDINGS, 2006, 卷号: 3994, 页码: 444-451
作者:  Xie, Wen;  Yu, Lean;  Xu, Shanying;  Wang, Shouyang
收藏  |  浏览/下载:89/0  |  提交时间:2018/07/30