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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  
A new multiscale decomposition ensemble approach for forecasting exchange rates 期刊论文
ECONOMIC MODELLING, 2019, 卷号: 81, 页码: 49-58
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:170/0  |  提交时间:2020/01/10
Exchange rates forecasting  Variational mode decomposition  Support vector regression  Support vector neural network  Ensemble learning  
Nonlinear vector auto-regression neural network for forecasting air passenger flow 期刊论文
JOURNAL OF AIR TRANSPORT MANAGEMENT, 2019, 卷号: 78, 页码: 54-62
作者:  Sun, Shaolong;  Lu, Hongxu;  Tsui, Kwok-Leung;  Wang, Shouyang
收藏  |  浏览/下载:170/0  |  提交时间:2020/01/10
Air passenger flow forecasting  Nonlinear vector auto-regression  Multilayer perceptron neural network  Competition over resources algorithm  Mean impact value  
An improved grey neural network model for predicting transportation disruptions 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 卷号: 45, 页码: 331-340
作者:  Liu, Chunxia;  Shu, Tong;  Chen, Shou;  Wang, Shouyang;  Lai, Kin Keung;  Gan, Lu
收藏  |  浏览/下载:99/0  |  提交时间:2018/07/30
Transportation disruptions  GM(1,1) model  Neural network  Prediction  
amultiscalemodelingapproachincorporatingarimaandannsforfinancialmarketvolatilityforecasting 期刊论文
journalofsystemsscienceandcomplexity, 2014, 卷号: 27, 期号: 1, 页码: 225
作者:  Xiao Yi;  Xiao Jin;  Liu John;  Wang Shouyang
收藏  |  浏览/下载:97/0  |  提交时间:2020/01/10
Neural network methods for forecasting turning points in economic time series: an asymmetric verification to business cycles 期刊论文
Frontiers of Computer Science in China, 2010, 卷号: 4, 期号: 2, 页码: 254
作者:  Zhang Dabin;  Yu Lean;  Wang Shouyang;  Xie Haibin
收藏  |  浏览/下载:107/0  |  提交时间:2018/07/30
A neural-network-based nonlinear metamodeling approach to financial time series forecasting 期刊论文
APPLIED SOFT COMPUTING, 2009, 卷号: 9, 期号: 2, 页码: 563-574
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:107/0  |  提交时间:2018/07/30
Artificial neural networks  Metamodeling  Data sampling  Meta-learning  PCA  Financial time series forecasting  
Multistage RBF neural network ensemble learning for exchange rates forecasting 期刊论文
NEUROCOMPUTING, 2008, 卷号: 71, 期号: 16-18, 页码: 3295-3302
作者:  Yu, Lean;  Lai, Kin Keung;  Wang, Shouyang
收藏  |  浏览/下载:93/0  |  提交时间:2018/07/30
RBF neural networks  Ensemble learning  Conditional generalized variance  Exchange rates prediction  
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  
Forecasting China's foreign trade volume with a kernel-based hybrid econometric-AI ensemble learning approach 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2008, 卷号: 21, 期号: 1, 页码: 1-19
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:122/0  |  提交时间:2018/07/30
artificial neural networks  error-correction vector auto-regression  foreign trade prediction  hybrid ensemble learning  kernel-based method  support vector regression