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Hybrid data decomposition-based deep learning for Bitcoin prediction and algorithm trading 期刊论文
Financial Innovation, 2022, 卷号: 8, 期号: 1
作者:  Li,Yuze;  Jiang,Shangrong;  Li,Xuerong;  Wang,Shouyang
收藏  |  浏览/下载：148/0  |  提交时间：2022/04/29
Bitcoin price  Variational mode decomposition  Deep learning  Price forecasting  Algorithmic trading  
A novel machine learning-based electricity price forecasting model based on optimal model selection strategy 期刊论文
ENERGY, 2022, 卷号: 238, 页码: 14
作者:  Yang, Wendong;  Sun, Shaolong;  Hao, Yan;  Wang, Shouyang
收藏  |  浏览/下载：236/0  |  提交时间：2022/04/02
Electricity price  Forecasting  Hybrid model  Model selection  Kernel-based extreme learning machine  
A novel multiscale forecasting model for crude oil price time series 期刊论文
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2021, 卷号: 173, 页码: 15
作者:  Li, Ranran;  Hu, Yucai;  Heng, Jiani;  Chen, Xueli
收藏  |  浏览/下载：155/0  |  提交时间：2022/04/02
Crude oil price forecasting  Decomposition-ensemble method  Support vector machine  Multiscale strategy  Complexity analysis  
A New Hybrid VMD-ICSS-BiGRU Approach for Gold Futures Price Forecasting and Algorithmic Trading 期刊论文
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2021, 卷号: 8, 期号: 6, 页码: 1357-1368
作者:  Li, Yuze;  Wang, Shouyang;  Wei, Yunjie;  Zhu, Qing
收藏  |  浏览/下载：146/0  |  提交时间：2022/04/02
Gold  Forecasting  Autoregressive processes  Predictive models  Signal resolution  Deep learning  Mathematical model  Algorithmic trading  bidirectional gated recurrent unit (BiGRU)  gold futures price forecasting  variational mode decomposition (VMD)  
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：206/0  |  提交时间：2020/06/30
Big data  Multilingual search engine index  Crude oil price forecasting  Google Trends  Artificial intelligence  
A multi-scale method for forecasting oil price with multi-factor search engine data 期刊论文
APPLIED ENERGY, 2020, 卷号: 257, 页码: 12
作者:  Tang, Ling;  Zhang, Chengyuan;  Li, Ling;  Wang, Shouyang
收藏  |  浏览/下载：172/0  |  提交时间：2020/05/24
Big data  Search engine data  Google trends  Multivariate empirical mode decomposition  Oil price forecasting  
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：263/0  |  提交时间：2020/01/10
Oil price forecasting  Financial markets  Online news  Text analysis  Convolutional neural network  
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：204/0  |  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 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：165/0  |  提交时间：2018/07/30
Hybrid transfer learning model  Analog complexing  Genetic algorithm  Crude oil price forecasting  Transfer learning technique  
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：123/0  |  提交时间：2018/07/30
Empirical Mode Decomposition  crude oil price  forecasting  composition  volatility