The Recommendation Method for Hotel Selection Under Traveller Preference Characteristics: A Cloud-Based Multi-Criteria Group Decision Support Model

被引:42
|
作者
Wang, Xiao-kang [1 ]
Wang, Sheng-hui [1 ]
Zhang, Hong-yu [1 ]
Wang, Jian-qiang [1 ]
Li, Lin [2 ]
机构
[1] Cent South Univ, Sch Business, Changsha 410083, Peoples R China
[2] Hunan Univ, Sch Business, Changsha 410082, Peoples R China
基金
中国国家自然科学基金;
关键词
Multi-criteria group decision making; Online reviews; Linguistic variables; PLTSs; Extended cloud models;
D O I
10.1007/s10726-021-09735-0
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The research provides a multi-criteria group decision support model for hotel selection according to traveller preference characteristics. Specifically, the study attempts to identify characteristic preferences among travellers through online reviews and then generate recommendation lists under these characteristics. Utilizing a sample of 48,756 online reviews on TripAdvisor.com, the research exploits natural language processing to acquire high-frequency feature words and employs these features to group online reviews for filtering unrelated ones. Subsequently, online reviews and fuzzy theory are combined to develop a decision support model, by utilising the information of user ratings and text comments. In addition, the related extension of the theoretic knowledge is presented. The findings demonstrate that, hotel quality varies under different characteristics and a comprehensive evaluation of hotels would encounter difficulty meeting travellers' demands, and the proposed model exhibits great performance in addressing this condition. The study can enable travellers to make a satisfactory hotel selection that matches their expectation to a high degree and also provides implications for hoteliers to understand tourist preferences and for tourism websites to optimize management strategies.
引用
收藏
页码:1433 / 1469
页数:37
相关论文
共 50 条
  • [1] The Recommendation Method for Hotel Selection Under Traveller Preference Characteristics: A Cloud-Based Multi-Criteria Group Decision Support Model
    Xiao-kang Wang
    Sheng-hui Wang
    Hong-yu Zhang
    Jian-qiang Wang
    Lin Li
    Group Decision and Negotiation, 2021, 30 : 1433 - 1469
  • [2] GAHPSort: A new group multi-criteria decision method for sorting a large number of the cloud-based ERP solutions
    Lopez, Cristina
    Ishizaka, Alessio
    COMPUTERS IN INDUSTRY, 2017, 92-93 : 12 - +
  • [3] A multi-criteria decision-making model for hotel selection with linguistic distribution assessments
    Yu, Su-min
    Wang, Jing
    Wang, Jian-qiang
    Li, Lin
    APPLIED SOFT COMPUTING, 2018, 67 : 741 - 755
  • [4] Novel Multi-Criteria Group Decision Making Method for Production Scheduling Based on Group AHP and Cloud Model Enhanced TOPSIS
    Zhang, Xuejun
    Lv, Zhimin
    Liu, Yang
    Xiao, Xiong
    Xu, Dong
    PROCESSES, 2024, 12 (02)
  • [5] A self-testing cloud model for multi-criteria group decision making
    Chang, Ting-Cheng
    Wang, Hui
    ENGINEERING COMPUTATIONS, 2016, 33 (06) : 1767 - 1783
  • [6] An extended multi-criteria group decision-making method based on preference ranking under Z-number environments
    Li, Jian
    Xiang, Yuanyuan
    Peng, Honggang
    Wang, Jianqiang
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2025, 149
  • [7] Picture fuzzy multi-criteria group decision-making method to hotel building energy efficiency retrofit project selection
    Wang, Le
    Zhang, Hong-Yu
    Wang, Jian-Qiang
    Wu, Guo-Fang
    RAIRO-OPERATIONS RESEARCH, 2020, 54 (01) : 211 - 229
  • [8] A GRA-based intuitionistic fuzzy multi-criteria group decision making method for personnel selection
    Zhang, Shi-fang
    Liu, San-yang
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) : 11401 - 11405
  • [9] A condition number based group correspondence method for multi-criteria group decision making
    Chang, Wenjun
    Fu, Chao
    Ding, Xiaoyi
    COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 183
  • [10] An Adjustable Approach to Multi-Criteria Group Decision-Making Based on a Preference Relationship Under Fuzzy Soft Information
    Khameneh, Azadeh Zahedi
    Kilicman, Adem
    Salleh, Abdul Razak
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2017, 19 (06) : 1840 - 1865