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Correlation between travel experiences and post-COVID outbound tourism intention:a case study from China

Journal of Zhejiang University-Science A(Applied Physics & Engineering) 2023年第11期24卷 1003-1016页

作者： Yilin SUN Yinan DONG Dianhai WANG eowen dwaygood Hamed NASERI Kazuo NISHII College of Civil Engineering and Architecture Zhejiang UniversityHangzhou 310058China Architectural Design and Research Institute Zhejiang UniversityHangzhou 310028China Alibaba-Zhejiang University Joint Research Institute of Frontier Technologies Zhejiang UniversityHangzhou 310058China Polytechnic Institute Zhejiang UniversityHangzhou 310015China Center for Balance Architecture Zhejiang UniversityHangzhou 310028China Department of Civil Geotechnicaland Mining EngineeringPolytechnique MontréalMontréalH3T 1J4Canada Department of Policy Studies University of Marketing and Distribution SciencesKobe651-2188Japan

The COVID-19 pandemic has devastated global tourism and recovery is proceeding very *** many countries,tourism served as a major economic sector,so investigating how to recover is *** China was the largest source of outbound travelers before the outbreak,study of the factors influencing Chinese intentions to travel overseas in the post-COVID era is *** Apr.2022,among seven provinces(or cities)with the most outbound tourists from 2019 to 2021,2450 individuals responded to a questionnaire on daily mobility,tourism experiences,and the shifts due to the *** gradient boosting machine(LightGBM),a robust ensemble learning method,was adopted to quantify and visualize the impact of explanatory factors on outbound travel *** addition,the Optuna mechanism and Shapley additive explanation(SHAP)instruments were employed for tuning hyperparameters and interpreting results,*** suggest neither one-day nor multi-day tours have resumed to pre-COVID *** frequency of multi-day tours with further destinations,less car utilization in daily shopping trips,and moderate pandemic restrictions can boost the intention to travel *** concerns and desires of different age groups for overseas travel need different *** study reveals the factors affecting Chinese outbound travel intentions and provides suggestions for the recovery of tourism in the post-COVID period.

关键词： Outbound tourism Touring behavior Travel behavior COVID-19 Ensemble learner

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