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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
Authors:  Li,Yuze;  Jiang,Shangrong;  Li,Xuerong;  Wang,Shouyang
Favorite  |  View/Download:40/0  |  Submit date:2022/04/29
Bitcoin price  Variational mode decomposition  Deep learning  Price forecasting  Algorithmic trading  
Seasonal and trend forecasting of tourist arrivals: An adaptive multiscale ensemble learning approach 期刊论文
INTERNATIONAL JOURNAL OF TOURISM RESEARCH, 2022, 页码: 18
Authors:  Xing, Guangyuan;  Sun, Shaolong;  Bi, Dan;  Guo, Ju-e;  Wang, Shouyang
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ensemble learning  least square support vector regression  seasonality  tourism demand forecasting  variational mode decomposition  
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
Authors:  Yang, Wendong;  Sun, Shaolong;  Hao, Yan;  Wang, Shouyang
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Electricity price  Forecasting  Hybrid model  Model selection  Kernel-based extreme learning machine  
Volatility communicator or receiver? Investigating volatility spillover mechanisms among Bitcoin and other financial markets 期刊论文
RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE, 2022, 卷号: 59, 页码: 14
Authors:  Jiang, Shangrong;  Li, Yuze;  Lu, Quanying;  Wang, Shouyang;  Wei, Yunjie
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Volatility spillover  Financial property  TVP-VAR model  Variational mode decomposition  Hypotheses testing  
Artificial bee colony-based combination approach to forecasting agricultural commodity prices 期刊论文
INTERNATIONAL JOURNAL OF FORECASTING, 2022, 卷号: 38, 期号: 1, 页码: 21-34
Authors:  Wang, Jue;  Wang, Zhen;  Li, Xiang;  Zhou, Hao
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Agricultural commodity price  Forecast combination  Semi-heterogeneous combination  Artificial bee colony algorithm  Denoising technique  
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
Authors:  Li, Ranran;  Hu, Yucai;  Heng, Jiani;  Chen, Xueli
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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
Authors:  Li, Yuze;  Wang, Shouyang;  Wei, Yunjie;  Zhu, Qing
Favorite  |  View/Download:31/0  |  Submit date: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)  
Wind speed interval prediction model based on variational mode decomposition and multi-objective optimization 期刊论文
APPLIED SOFT COMPUTING, 2021, 卷号: 113, 页码: 15
Authors:  Wang, Jianzhou;  Cheng, Zishu
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Interval prediction  Multi-objective optimization algorithm  Wind speed  Combined models  
Decomposition Methods for Tourism Demand Forecasting: A Comparative Study 期刊论文
JOURNAL OF TRAVEL RESEARCH, 2021, 页码: 18
Authors:  Zhang, Chengyuan;  Li, Mingchen;  Sun, Shaolong;  Tang, Ling;  Wang, Shouyang
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tourism demand forecasting  decomposition methods  variational mode decomposition  decomposition and ensemble  machine learning  
Take Bitcoin into your portfolio: a novel ensemble portfolio optimization framework for broad commodity assets 期刊论文
Financial Innovation, 2021, 卷号: 7, 期号: 1
Authors:  Li,Yuze;  Jiang,Shangrong;  Wei,Yunjie;  Wang,Shouyang
Favorite  |  View/Download:42/0  |  Submit date:2021/10/26
Portfolio optimization  Bitcoin  Deep learning  Reinforcement learning  Variational mode decomposition