文化距离重要吗?国际旅行者目的地选择的决策树机器学习探索

IF 7.4 2区 管理学 Q1 HOSPITALITY, LEISURE, SPORT & TOURISM
Guei-Hua Huang, Yung-Jan Cho
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引用次数: 0

摘要

虽然许多研究都探讨了文化距离对国际旅行者目的地选择的影响,但研究结果并不一致,而且支离破碎。我们通过将机器学习技术应用于联合国世界旅游组织(UNWTO)提供的综合数据集,系统地分析了文化距离与目的地选择之间的关系。在一个按照Hofstede的文化维度划分的模型树中,我们发现了不同国家的文化距离-目的地选择关系有正的、负的、凹的和凸的。具有相同模式的国家根据其独特文化特征的相似性进行分组。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Does cultural distance matter? A decision tree machine-learning exploration on international travellers’ destination choices
While many studies have explored the influence of cultural distance on international travelers' destination choices, the findings have been inconsistent and fragmented. We systematically analyze the relationship between cultural distance and destination choices by applying machine learning techniques to the comprehensive dataset provided by the United Nations World Tourism Organization (UNWTO). In a tree of models split in accordance with Hofstede's cultural dimensions, we find positive, negative, concave, and convex cultural distance–destination choice relationships across countries. Countries with the same pattern are grouped by the similarity of their distinctive cultural traits.
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来源期刊
CiteScore
18.60
自引率
3.60%
发文量
46
审稿时长
43 days
期刊介绍: The Journal of Destination Marketing & Management (JDMM) is an international journal that focuses on the study of tourist destinations, specifically their marketing and management. It aims to provide a critical understanding of all aspects of destination marketing and management, considering their unique contexts in terms of policy, planning, economics, geography, and history. The journal seeks to develop a strong theoretical foundation in this field by incorporating knowledge from various disciplinary approaches. Additionally, JDMM aims to promote critical thinking and innovation in destination marketing and management, expand the boundaries of knowledge, and serve as a platform for international idea exchange.
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