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Causal convolutional gated recurrent unit network with multiple decomposition methods for short-term wind speed forecasting 期刊论文
ENERGY CONVERSION AND MANAGEMENT, 2020, 卷号: 226, 页码: 15
作者:  Zhang, Guowei;  Liu, Da
收藏  |  浏览/下载：136/0  |  提交时间：2021/04/26
Causal convolutional network  Gated recurrent unit  Multiple decomposition methods  Short-term wind speed forecasting  
Deterministic and probabilistic wind speed forecasting with de-noising-reconstruction strategy and quantile regression based algorithm 期刊论文
RENEWABLE ENERGY, 2020, 卷号: 162, 页码: 1208-1226
作者:  Hu, Jianming;  Heng, Jiani;  Wen, Jiemei;  Zhao, Weigang
收藏  |  浏览/下载：148/0  |  提交时间：2021/04/26
Renewable energy  Complete empirical mode decomposition with adaptive noise  Quantile regression neural network  Wind speed forecasting  Distance correlation  
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：141/0  |  提交时间：2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM  
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：181/0  |  提交时间：2020/06/30
Big data  Multilingual search engine index  Crude oil price forecasting  Google Trends  Artificial intelligence  
Combining STRIPAT model and gated recurrent unit for forecasting nature gas consumption of China 期刊论文
MITIGATION AND ADAPTATION STRATEGIES FOR GLOBAL CHANGE, 2020, 页码: 19
作者:  Xiao, Yi;  Li, Keying;  Hu, Yi;  Xiao, Jin;  Wang, Shouyang
收藏  |  浏览/下载：155/0  |  提交时间：2020/09/23
Natural gas consumption forecasting  Emission reduction  Deep learning  STRIPAT model  Gated recurrent unit model  Bagging  
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：151/0  |  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  
Stock Market Volatility and Return Analysis: A Systematic Literature Review 期刊论文
ENTROPY, 2020, 卷号: 22, 期号: 5, 页码: 18
作者:  Bhowmik, Roni;  Wang, Shouyang
收藏  |  浏览/下载：171/0  |  提交时间：2020/09/23
stock returns  volatility  GARCH family model  complexity in market volatility forecasting  
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：166/0  |  提交时间：2020/05/24
Exchange rate forecasting  Interval-valued data  Autoregressive model  Neural networks  Bivariate empirical mode decomposition  
A decomposition-ensemble approach for tourism forecasting 期刊论文
ANNALS OF TOURISM RESEARCH, 2020, 卷号: 81, 页码: 16
作者:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
收藏  |  浏览/下载：179/0  |  提交时间：2020/06/30
Tourism demand  Complete ensemble empirical mode decomposition with adaptive noise  Data characteristic analysis  Time series forecasting  
Forecasting tourism demand with KPCA-based web search indexes 期刊论文
TOURISM ECONOMICS, 2020, 页码: 23
作者:  Xie, Gang;  Li, Xin;  Qian, Yatong;  Wang, Shouyang
收藏  |  浏览/下载：138/0  |  提交时间：2020/05/24
kernel principal component analysis  search query data  tourism demand forecasting  web search index