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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
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie;  Zhang, Guowei
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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
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
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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
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
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Exchange rates forecasting  Variational mode decomposition  Support vector regression  Support vector neural network  Ensemble learning  
Evolutionary support vector machine for RMB exchange rate forecasting 期刊论文
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 卷号: 521, 页码: 692-704
Authors:  Fu, Sibao;  Li, Yongwu;  Sun, Shaolong;  Li, Hongtao
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Exchange rate forecasting  Evolutionary support vector regression  Particle swarm optimization  Genetic algorithm  Phase space reconstruction  
akelmbasedensemblelearningapproachforexchangerateforecasting 期刊论文
journalofsystemsscienceandinformation, 2018, 卷号: 000, 期号: 004, 页码: 289
Authors:  Wei Yunjie;  Sun Shaolong;  Lai Kin Keung;  Abbas Ghulam
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amultiscalemodelingapproachincorporatingarimaandannsforfinancialmarketvolatilityforecasting 期刊论文
journalofsystemsscienceandcomplexity, 2014, 卷号: 27, 期号: 1, 页码: 225
Authors:  Xiao Yi;  Xiao Jin;  Liu John;  Wang Shouyang
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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
Authors:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung
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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
Authors:  Yu, Lean;  Lai, Kin Keung;  Wang, Shouyang
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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
Authors:  Yu, Lean;  Wang, Shouyang;  Lai, Kin Keung;  Huang, Wayne W.
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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
Authors:  Huang, Wei;  Lai, Kin Keung;  Nakamori, Yoshiteru;  Wang, Shouyang;  Yu, Lean
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artificial neural networks  finance forecasting  economic forecasting  input variables selection  performance comparisons