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Forecasting Chinese cruise tourism demand with big data: An optimized machine learning approach 期刊论文
TOURISM MANAGEMENT, 2021, 卷号: 82, 页码: 10
作者:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
收藏  |  浏览/下载：187/0  |  提交时间：2021/01/14
Cruise  Big data  Gravitational search algorithm  Tourism demand forecasting  
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：177/0  |  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：136/0  |  提交时间：2020/05/24
kernel principal component analysis  search query data  tourism demand forecasting  web search index  
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：178/0  |  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  
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：175/0  |  提交时间：2019/03/05
Container throughput  wavelet transform  data characteristic analysis  time series forecasting  decomposition-ensemble methodology  
A novel hybrid decomposition-ensemble model based on VMD and HGWO for container throughput forecasting 期刊论文
APPLIED MATHEMATICAL MODELLING, 2018, 卷号: 57, 页码: 163-178
作者:  Niu, Mingfei;  Hu, Yueyong;  Sun, Shaolong;  Liu, Yu
收藏  |  浏览/下载：156/0  |  提交时间：2018/07/30
Container throughput forecasting  Variational mode decomposition  Support vector regression  Hybridizing grey wolf optimization  Hybrid decomposition-ensemble model  
Data characteristic analysis and model selection for container throughput forecasting within a decomposition-ensemble methodology 期刊论文
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2017, 卷号: 108, 页码: 160-178
作者:  Xie, Gang;  Zhang, Ning;  Wang, Shouyang
收藏  |  浏览/下载：144/0  |  提交时间：2018/07/25
Container throughput  Data characteristic analysis  Model selection  Time series forecasting  Decomposition-ensemble methodology