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A new ensemble deep learning approach for exchange rates forecasting and trading 期刊论文
ADVANCED ENGINEERING INFORMATICS, 2020, 卷号: 46, 页码: 10
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:132/0  |  提交时间:2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM  
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
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie;  Zhang, Guowei
收藏  |  浏览/下载:139/0  |  提交时间: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  
Interval forecasting of exchange rates: a new interval decomposition ensemble approach 期刊论文
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 页码: 28
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:152/0  |  提交时间:2020/05/24
Exchange rate forecasting  Interval-valued data  Autoregressive model  Neural networks  Bivariate empirical mode decomposition  
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  
Forecasting foreign exchange rates with an improved back-propagation learning algorithm with adaptive smoothing momentum terms 期刊论文
FRONTIERS OF COMPUTER SCIENCE IN CHINA, 2009, 卷号: 3, 期号: 2, 页码: 167-176
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:123/0  |  提交时间:2018/07/30
back-propagation neural network  adaptive smoothing momentum  heuristic method  foreign exchange rates 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  
Developing and assessing an intelligent forex rolling forecasting and trading decision support system for online e-service 期刊论文
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2007, 卷号: 22, 期号: 5, 页码: 475-499
作者:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung;  Huang, Wayne W.
收藏  |  浏览/下载:100/0  |  提交时间:2018/07/30
Neural networks in finance and economics forecasting 期刊论文
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2007, 卷号: 6, 期号: 1, 页码: 113-140
作者:  Huang, Wei;  Lai, Kin Keung;  Nakamori, Yoshiteru;  Wang, Shouyang;  Yu, Lean
收藏  |  浏览/下载:91/0  |  提交时间:2018/07/30
artificial neural networks  finance forecasting  economic forecasting  input variables selection  performance comparisons  
Comparisons of the different frequencies of input data for neural networks in foreign exchange rates forecasting 期刊论文
COMPUTATIONAL SCIENCE - ICCS 2006, PT 4, PROCEEDINGS, 2006, 卷号: 3994, 页码: 517-524
作者:  Huang, Wei;  Yu, Lean;  Wang, Shouyang;  Bao, Yukun;  Wang, Lin
收藏  |  浏览/下载:84/0  |  提交时间:2018/07/30
Selection of the appropriate lag structure of foreign exchange rates forecasting based on autocorrelation coefficient 期刊论文
ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 卷号: 3973, 页码: 512-517
作者:  Huang, Wei;  Wang, Shouyang;  Zhang, Hui;  Xiao, Renbin
收藏  |  浏览/下载:134/0  |  提交时间:2018/07/30