A Methodological Workflow for Deriving the Association of Tourist Destinations Based on Online Travel Reviews: A Case Study of Yunnan Province, China

被引:4
|
作者
Liu, Tao [1 ,2 ]
Zhang, Ying [3 ]
Zhang, Huan [2 ]
Yang, Xiping [4 ,5 ]
机构
[1] Henan Univ Econ & Law, Coll Resources & Environm, Zhengzhou 450002, Peoples R China
[2] Henan Agr Univ, Key Lab New Mat & Facil Rural Renewable Energy MO, Zhengzhou 450002, Peoples R China
[3] Henan Agr Univ, Coll Econ & Management, Zhengzhou 450046, Peoples R China
[4] Shaanxi Normal Univ, Sch Geog & Tourism, Xian 710119, Peoples R China
[5] Shaanxi Key Lab Tourism Informat, Xian 710119, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
online travel review; user-generated content; association rule; movement pattern of tourist; USER-GENERATED CONTENT; SOCIAL MEDIA; BIG DATA; SENTIMENT ANALYSIS; IMAGE; ATTRACTIONS; ANALYTICS; SHANGHAI; RULES; MODEL;
D O I
10.3390/su13094720
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Insights into the association rules of destinations can help to understand the possibility of tourists visiting a destination after having traveled from another. These insights are crucial for tourism industries to exploit strategies and travel products and offer improved services. Recently, tourism-related, user-generated content (UGC) big data have provided a great opportunity to investigate the travel behavior of tourists on an unparalleled scale. However, existing analyses of the association of destinations or attractions mainly depend on geo-tagged UGC, and only a few have utilized unstructured textual UGC (e.g., online travel reviews) to understand tourist movement patterns. In this study, we derive the association of destinations from online textual travel reviews. A workflow, which includes collecting data from travel service websites, extracting destination sequences from travel reviews, and identifying the frequent association of destinations, is developed to achieve the goal. A case study of Yunnan Province, China is implemented to verify the proposed workflow. The results show that the popular destinations and association of destinations could be identified in Yunnan, demonstrating that unstructured textual online travel reviews can be used to investigate the frequent movement patterns of tourists. Tourism managers can use the findings to optimize travel products and promote destination management.
引用
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页数:15
相关论文
共 47 条
  • [1] Exploring emotion differences in tourist attractions based on online travel notes: a case study in Nanjing, China
    Ruan, Ling
    Song, Bing
    Huang, Zhenfang
    Long, Yi
    Zhang, Ling
    [J]. ASIA PACIFIC JOURNAL OF TOURISM RESEARCH, 2022, 27 (07) : 726 - 743
  • [2] Tourism Flow Network Structures of Different Types of Tourists Using Online Travel Notes: A Case Study of Yunnan Province
    Li, Qiuping
    Chen, Yu
    Luan, Xuechen
    [J]. Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2022, 47 (12): : 2143 - 2152
  • [3] Fine-grained Semantic Interaction Mining and Pattern Analysis between Tourist Attractions: A Case Study of Yunnan Province, China
    Chen, Yu
    Qin, Kun
    Yu, Xuesong
    Xing, Lingli
    [J]. Journal of Geo-Information Science, 2022, 24 (10) : 2021 - 2032
  • [4] Spatial evolution model of tourist destinations based on complex adaptive system theory: A case study of Southern Anhui, China
    Yang, Zhongyuan
    Yin, Min
    Xu, Jiangang
    Lin, Wei
    [J]. JOURNAL OF GEOGRAPHICAL SCIENCES, 2019, 29 (08) : 1411 - 1434
  • [5] Spatial evolution model of tourist destinations based on complex adaptive system theory: A case study of Southern Anhui, China
    Zhongyuan Yang
    Min Yin
    Jiangang Xu
    Wei Lin
    [J]. Journal of Geographical Sciences, 2019, 29 : 1411 - 1434
  • [6] Rural landscape characterization from the perspective of the tourist using online reviews: A case study of Yayou Gou Village in Shandong, China
    Zhuang, Qianda
    Hussein, Mohd Kher
    Ariffin, Noor Fazamimah Mohd
    Yunos, Mohd. Yazid Mohd.
    Chen, Shuzhen
    [J]. FRONTIERS IN ENVIRONMENTAL SCIENCE, 2022, 10
  • [7] Earthquake fatality prediction based on hybrid feature importance assessment: a case study in Yunnan Province, China
    Manhao Luo
    Shuangyun Peng
    Yanbo Cao
    Jing Liu
    Bangmei Huang
    [J]. Natural Hazards, 2023, 116 : 3353 - 3376
  • [8] Earthquake fatality prediction based on hybrid feature importance assessment: a case study in Yunnan Province, China
    Luo, Manhao
    Peng, Shuangyun
    Cao, Yanbo
    Liu, Jing
    Huang, Bangmei
    [J]. NATURAL HAZARDS, 2023, 116 (03) : 3353 - 3376
  • [9] Classifications and Development Frameworks of Tourist Resorts Based on Geospatial Division Theory: A Case Study of Sichuan Province, Western China
    Qin, Jian-Xiong
    Zhang, Min-Min
    Chenlai, Jia-Cuo
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON MATERIAL SCIENCE AND APPLICATIONS (ICMSA 2015), 2015, 3 : 752 - 759
  • [10] Risk assessment of debris flow hazards based on GIS-A case study in Dongchuan district, Yunnan Province, China
    Liu, H. J.
    Han, Y. S.
    Wei, F. Q.
    Ge, Y. G.
    Tan, R. Z.
    Zhou, G. R.
    [J]. DEBRIS-FLOW HAZARDS MITIGATION: MECHANICS, PREDICTION, AND ASSESSMENT, 2007, : 433 - +