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Daily tourism demand forecasting: the impact of complex seasonal patterns and holiday effects 期刊论文
CURRENT ISSUES IN TOURISM, 2022, 页码: 20
Authors:  Liu, Yunhao;  Feng, Gengzhong;  Chin, Kwai-Sang;  Sun, Shaolong;  Wang, Shouyang
Favorite  |  View/Download:18/0  |  Submit date:2022/06/21
Tourism demand forecasting  daily tourism demand  holiday effects  seasonal patterns  FB Prophet  
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
Favorite  |  View/Download:34/0  |  Submit date:2022/04/02
ensemble learning  least square support vector regression  seasonality  tourism demand forecasting  variational mode decomposition  
Forecasting Tourism Demand With a New Time-Varying Forecast Averaging Approach 期刊论文
JOURNAL OF TRAVEL RESEARCH, 2021, 页码: 19
Authors:  Sun, Yuying;  Zhang, Jian;  Li, Xin;  Wang, Shouyang
Favorite  |  View/Download:29/0  |  Submit date:2022/04/02
forecast combination  nonparametric estimation  structural changes  tourism demand  time-varying jackknife model averaging  
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
Favorite  |  View/Download:32/0  |  Submit date:2022/04/02
tourism demand forecasting  decomposition methods  variational mode decomposition  decomposition and ensemble  machine learning  
Tourism demand forecasting: An ensemble deep learning approach 期刊论文
TOURISM ECONOMICS, 2021, 页码: 29
Authors:  Sun, Shaolong;  Li, Yanzhao;  Guo, Ju-e;  Wang, Shouyang
Favorite  |  View/Download:46/0  |  Submit date:2021/10/26
bagging  economic variables  ensemble deep learning  search intensity index  stacked autoencoder  tourism demand forecasting  
A new decomposition ensemble approach for tourism demand forecasting: Evidence from major source countries in Asia-Pacific region 期刊论文
INTERNATIONAL JOURNAL OF TOURISM RESEARCH, 2021, 页码: 14
Authors:  Zhang, Chengyuan;  Jiang, Fuxin;  Wang, Shouyang;  Sun, Shaolong
Favorite  |  View/Download:59/0  |  Submit date:2021/04/26
artificial intelligence  Asia‐  Pacific region  decomposition ensemble approach  NA‐  MEMD  tourism demand forecasting  
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
Authors:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
Favorite  |  View/Download:101/0  |  Submit date:2021/01/14
Cruise  Big data  Gravitational search algorithm  Tourism demand forecasting  
Knowledge mapping of tourism demand forecasting research 期刊论文
TOURISM MANAGEMENT PERSPECTIVES, 2020, 卷号: 35, 页码: 15
Authors:  Zhang, Chengyuan;  Wang, Shouyang;  Sun, Shaolong;  Wei, Yunjie
Favorite  |  View/Download:59/0  |  Submit date:2020/09/23
Bibliometric analysis  Tourist arrival  Hospitality demand  Knowledge map  CiteSpace  Infographic  
A decomposition-ensemble approach for tourism forecasting 期刊论文
ANNALS OF TOURISM RESEARCH, 2020, 卷号: 81, 页码: 16
Authors:  Xie, Gang;  Qian, Yatong;  Wang, Shouyang
Favorite  |  View/Download:75/0  |  Submit date: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
Authors:  Xie, Gang;  Li, Xin;  Qian, Yatong;  Wang, Shouyang
Favorite  |  View/Download:62/0  |  Submit date:2020/05/24
kernel principal component analysis  search query data  tourism demand forecasting  web search index