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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:172/0  |  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  
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:189/0  |  提交时间:2018/07/30
support vector machines  artificial neural networks  ARIMA model  ARFIMA model  Markov-switching ARFIMA model  
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:109/0  |  提交时间:2018/07/30
Artificial neural networks  Metamodeling  Data sampling  Meta-learning  PCA  Financial time series forecasting  
Evolving Least Squares Support Vector Machines for Stock Market Trend Mining 期刊论文
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2009, 卷号: 13, 期号: 1, 页码: 87-102
作者:  Yu, Lean;  Chen, Huanhuan;  Wang, Shouyang;  Lai, Kin Keung
收藏  |  浏览/下载:104/0  |  提交时间:2018/07/30
Artificial neural networks (ANNs)  evolutionary algorithms (EAs)  feature selection  genetic algorithm (GA)  least squares support vector machine (LSSVM)  mixed kernel  parameter optimization  statistical models  stock market trend mining  
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:94/0  |  提交时间:2018/07/30
RBF neural networks  Ensemble learning  Conditional generalized variance  Exchange rates 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:125/0  |  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  
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:92/0  |  提交时间:2018/07/30
artificial neural networks  finance forecasting  economic forecasting  input variables selection  performance comparisons  
An integrated data preparation scheme for neural network data analysis 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2006, 卷号: 18, 期号: 2, 页码: 217-230
作者:  Yu, L;  Wang, SY;  Lai, KK
收藏  |  浏览/下载:95/0  |  提交时间:2018/07/30
data preparation  neural networks  complex data analysis  cost-benefit analysis  
Forecasting foreign exchange rates with artificial neural networks: A review 期刊论文
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2004, 卷号: 3, 期号: 1, 页码: 145-165
作者:  Wei, H;  Lai, KK;  Nakamori, Y;  Wang, SY
收藏  |  浏览/下载:95/0  |  提交时间:2018/07/30
artificial neural networks  exchange rate  forecasting