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A hybrid VMD-BiGRU model for rubber futures time series forecasting 期刊论文
APPLIED SOFT COMPUTING, 2019, 卷号: 84, 页码: 13
作者:  Zhu, Qing;  Zhang, Fan;  Liu, Shan;  Wu, Yiqiong;  Wang, Lin
收藏  |  浏览/下载:165/0  |  提交时间:2020/01/10
BiGRU  Rubber futures  Time series  VMD  Volatility prediction  
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:208/0  |  提交时间:2020/01/10
Oil price forecasting  Financial markets  Online news  Text analysis  Convolutional neural network  
A new multiscale decomposition ensemble approach for forecasting exchange rates 期刊论文
ECONOMIC MODELLING, 2019, 卷号: 81, 页码: 49-58
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:171/0  |  提交时间:2020/01/10
Exchange rates forecasting  Variational mode decomposition  Support vector regression  Support vector neural network  Ensemble learning  
A New Credit Spread to Predict Economic Activities in China 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2019, 卷号: 32, 期号: 4, 页码: 1140-1166
作者:  Wang Lei;  Nie Changhong;  Wang Shouyang
收藏  |  浏览/下载:171/0  |  提交时间:2020/01/10
Chinese bond market  corporate bond spreads  credit spreads  financial accelerator  private enterprises  state-owned enterprises  
Nonlinear vector auto-regression neural network for forecasting air passenger flow 期刊论文
JOURNAL OF AIR TRANSPORT MANAGEMENT, 2019, 卷号: 78, 页码: 54-62
作者:  Sun, Shaolong;  Lu, Hongxu;  Tsui, Kwok-Leung;  Wang, Shouyang
收藏  |  浏览/下载:170/0  |  提交时间:2020/01/10
Air passenger flow forecasting  Nonlinear vector auto-regression  Multilayer perceptron neural network  Competition over resources algorithm  Mean impact value  
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
作者:  Fu, Sibao;  Li, Yongwu;  Sun, Shaolong;  Li, Hongtao
收藏  |  浏览/下载:184/0  |  提交时间:2020/01/10
Exchange rate forecasting  Evolutionary support vector regression  Particle swarm optimization  Genetic algorithm  Phase space reconstruction  
A Demand Forecasting Method Based on Stochastic Frontier Analysis and Model Average: An Application in Air Travel Demand Forecasting 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2019, 卷号: 32, 期号: 2, 页码: 615-633
作者:  Zhang Xinyu;  Zheng Yafei;  Wang Shouyang
收藏  |  浏览/下载:182/0  |  提交时间:2020/01/10
Air travel demand  demand forecasting  model average  model uncertainty  stochastic frontier analysis  
Forecasting container throughput based on wavelet transforms within a decomposition-ensemble methodology: a case study of China 期刊论文
MARITIME POLICY & MANAGEMENT, 2019, 卷号: 46, 期号: 2, 页码: 178-200
作者:  Xie, Gang;  Qian, Yatong;  Yang, Hewei
收藏  |  浏览/下载:166/0  |  提交时间:2019/03/05
Container throughput  wavelet transform  data characteristic analysis  time series forecasting  decomposition-ensemble methodology  
Forecasting tourist arrivals with machine learning and internet search index 期刊论文
TOURISM MANAGEMENT, 2019, 卷号: 70, 页码: 1-10
作者:  Sun, Shaolong;  Wei, Yunjie;  Tsui, Kwok-Leung;  Wang, Shouyang
收藏  |  浏览/下载:184/0  |  提交时间:2019/01/11
Tourism demand forecasting  Kernel extreme learning machine  Search query data  Big data analytics  Composite search index  
经济预测的认知与定量方法 期刊论文
系统科学与数学, 2019, 卷号: 039, 期号: 010, 页码: 1553-1582
作者:  杨晓光;  程建华
收藏  |  浏览/下载:138/0  |  提交时间:2020/05/24