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A novel deep learning approach for tourism volume forecasting with tourist search data 期刊论文
INTERNATIONAL JOURNAL OF TOURISM RESEARCH, 2022, 页码: 15
作者:  Li, Mingchen;  Zhang, Chengyuan;  Sun, Shaolong;  Wang, Shouyang
收藏  |  浏览/下载:54/0  |  提交时间:2023/02/07
bi-directional gated recurrent unit  search engine data  stacked autoencoders  tourism volume forecasting  
The time-varying causal relationship between the Bitcoin market and internet attention 期刊论文
Financial Innovation, 2021, 卷号: 7, 期号: 1
作者:  Zhang,Xun;  Lu,Fengbin;  Tao,Rui;  Wang,Shouyang
收藏  |  浏览/下载:122/0  |  提交时间:2021/10/26
Bitcoin  Internet attention  Google trends  Time-varying granger causality  Multiple bubbles test  G11  G15  C15  
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:163/0  |  提交时间:2020/06/30
Big data  Multilingual search engine index  Crude oil price forecasting  Google Trends  Artificial intelligence  
Crude oil price analysis and forecasting: A perspective of "new triangle" 期刊论文
ENERGY ECONOMICS, 2020, 卷号: 87, 页码: 14
作者:  Lu, Quanying;  Li, Yuze;  Chai, Jian;  Wang, Shouyang
收藏  |  浏览/下载:194/0  |  提交时间:2020/06/30
Crude oil  Dynamic Bayesian structural time series model  Google trend  Kalman filtering  Spike and slab prior  Bayesian model average  
Using Google Trends and Baidu Index to analyze the impacts of disaster events on company stock prices 期刊论文
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 卷号: 120, 期号: 2, 页码: 350-365
作者:  Liu, Ying;  Peng, Geng;  Hu, Lanyi;  Dong, Jichang;  Zhang, Qingqing
收藏  |  浏览/下载:131/0  |  提交时间:2020/05/24
Stock market  AR-GARCH  Crash incidents  Search volume index  
A multi-scale method for forecasting oil price with multi-factor search engine data 期刊论文
APPLIED ENERGY, 2020, 卷号: 257, 页码: 12
作者:  Tang, Ling;  Zhang, Chengyuan;  Li, Ling;  Wang, Shouyang
收藏  |  浏览/下载:141/0  |  提交时间:2020/05/24
Big data  Search engine data  Google trends  Multivariate empirical mode decomposition  Oil price forecasting  
Attention Matters: An Exploration of Relationship Between Google Search Behaviors and Crude Oil Prices 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2019, 卷号: 32, 期号: 5, 页码: 1438-1459
作者:  Li Xin;  Zhang Xun;  Wang Shouyang;  Ma Jian
收藏  |  浏览/下载:168/0  |  提交时间:2020/01/10
Asymmetric response  crude oil prices  Google search  investor attention  Markov switching autoregressive model  
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:181/0  |  提交时间:2019/01/11
Tourism demand forecasting  Kernel extreme learning machine  Search query data  Big data analytics  Composite search index  
attentionmattersanexplorationofrelationshipbetweengooglesearchbehaviorsandcrudeoilprices 期刊论文
系统科学与复杂性学报英文版, 2019, 卷号: 000, 期号: 005, 页码: 1438-1459
作者:  Li Xin;  Zhang Xun;  Wang Shouyang;  Ma Jian
收藏  |  浏览/下载:145/0  |  提交时间:2020/05/24
Adverse drug reaction early warning using user search data 期刊论文
ONLINE INFORMATION REVIEW, 2017, 卷号: 41, 期号: 4, 页码: 524-536
作者:  Shang, Wei;  Chen, Hsinchun;  Livoti, Christine
收藏  |  浏览/下载:119/0  |  提交时间:2018/07/30
Pharmacovigilance  Google Trends  Adverse drug reaction  Diabetes treatment  User search