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.
机构:
Univ Pablo Olavide, Fac Business, Edificio Pedro R Campomanes,Carretera Utrera,Km 1, Seville 41013, SpainUniv Pablo Olavide, Fac Business, Edificio Pedro R Campomanes,Carretera Utrera,Km 1, Seville 41013, Spain
Lopez, Cristina
Ishizaka, Alessio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Portsmouth, Ctr Operat Res & Logist, Portsmouth Business Sch, Richmond Bldg,Portland St, Portsmouth PO1 3DE, Hants, EnglandUniv Pablo Olavide, Fac Business, Edificio Pedro R Campomanes,Carretera Utrera,Km 1, Seville 41013, Spain
机构:
Univ Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R ChinaUniv Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R China
Zhang, Xuejun
Lv, Zhimin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Collaborat Innovat Ctr Steel Technol, Beijing 100083, Peoples R ChinaUniv Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R China
Lv, Zhimin
Liu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Design & Res Inst Co Ltd, Beijing 100083, Peoples R ChinaUniv Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R China
Liu, Yang
Xiao, Xiong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Natl Engn Res Ctr Adv Rolling & Intelligent Mfg, Beijing 100083, Peoples R ChinaUniv Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R China
Xiao, Xiong
Xu, Dong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R ChinaUniv Sci & Technol Beijing, Natl Engn Res Ctr Flat Rolling Equipment, Beijing 100083, Peoples R China
机构:
Nanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R ChinaNanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R China
Li, Jian
Xiang, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Nanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R ChinaNanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R China
Xiang, Yuanyuan
Peng, Honggang
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ, Sch Econ & Business Adm, Chongqing 400044, Peoples R ChinaNanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R China
Peng, Honggang
Wang, Jianqiang
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Business, Changsha 410083, Peoples R ChinaNanning Normal Univ, Sch Logist Management & Engn, Nanning 530001, Peoples R China
机构:
Univ Putra Malaysia, Inst Math Res, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Inst Math Res, Upm Serdang 43400, Selangor, Malaysia
Khameneh, Azadeh Zahedi
Kilicman, Adem
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Inst Math Res, Fac Sci, Upm Serdang 43400, Selangor, Malaysia
Univ Putra Malaysia, Dept Math, Fac Sci, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Inst Math Res, Upm Serdang 43400, Selangor, Malaysia
Kilicman, Adem
Salleh, Abdul Razak
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Sch Math Sci, Ukm Bangi 43600, Selangor, MalaysiaUniv Putra Malaysia, Inst Math Res, Upm Serdang 43400, Selangor, Malaysia