Natural language processing applied to tourism research: A systematic review and future research directions

被引:11
|
作者
Alvarez-Carmona, Miguel A. [1 ]
Aranda, Ramon [2 ]
Rodriguez-Gonzalez, Ansel Y. [3 ]
Fajardo-Delgado, Daniel [4 ]
Guadalupe Sanchez, Maria [4 ]
Perez-Espinosa, Humberto [3 ]
Martinez-Miranda, Juan [3 ]
Guerrero-Rodriguez, Rafael [5 ]
Bustio-Martinez, Lazaro [6 ]
Diaz-Pacheco, Angel [7 ]
机构
[1] Sede Monterrey, Ctr Invest Matemat, Km 10 Autopista Aeropuerto,Parque Invest & Innova, Apodaca 66628, Nuevo Leon, Mexico
[2] Ctr Invest Matemat, Sede Merida, Carretera Sierra Papacal Chuburna Puerto Km 5, Papacal 97302, Yucatan, Mexico
[3] Ctr Invest Cient & Educ Super Ensenada CICESE UT3, Unidad Transferencia Tecnol Tepic, Andador 10 Tepic, Nayarit 63173, Mexico
[4] Inst Tecnol Ciudad Guzman, Dept Sistemas & Computac, Ave Tecnol 100, Mpio De Zapotlan El Gran, Jalisco 49000, Mexico
[5] Univ Guanajuato, Div Ciencias Econ Adm, Dept Gest & Direcc Empresas, Fraccionamiento 1,Col El Establo S-N, Guanajuato 36250, Mexico
[6] Univ Iberoamericana Ciudad Mexico, Prolongac Paseo Reforma 880, Mexico City 01219, DF, Mexico
[7] Univ Guanajuato, Dept Ingn Elect, Div Ingn, Comunidad Palo Blanco, Carretera Salamanca Valle de Santiago Km 3-5, Guanajuato 36885, Mexico
关键词
Tourism; Natural language processing; Systematic review; SENTIMENT ANALYSIS; SOCIAL MEDIA; ONLINE REVIEWS; HOTEL REVIEWS; BIG DATA; RECOMMENDER SYSTEM; DESTINATION IMAGE; GENERATED CONTENT; TEXT ANALYTICS; OPINION;
D O I
10.1016/j.jksuci.2022.10.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The social networks and the rapid development of new technologies have led to considerable changes in the tourism industry. Artificial intelligence, in particular natural language processing (NLP), presupposes a significant advantage in obtaining information on the mass content generated by online users concerning tourism services and products. This work presents a systematic review of the use of NLP in the tourism industry and research. We used the well-known PRISMA methodology, and 227 relevant studies over the last decade have been reviewed. Our analysis identified the main methodologies, tools, data sources, and other relevant features in the field. One of the principal contributions of this study is a taxonomy for using NLP in tourism. In addition, metadata were examined using a threefold approach: (i) general statistics, (ii) abstract text analysis, and (iii) keyword networks. Automatic analyses have identified six major topics in applying NLP to tourism issues and have shown that China, the United States, Thailand, and Spain share similar tourism issues or approaches.
引用
收藏
页码:10125 / 10144
页数:20
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