March 20, 2024

Exploring cross-cultural disparities in tourists' perceived images: a text mining and sentiment analysis study using LDA and BERT-BILSTM models

Key Points

Cultural disparities significantly shape tourists' perceived image of Xiamen, impacting their travel preferences and experiences.
Findings from sentiment analysis show clear differences between Chinese-speaking and English-speaking tourists in Xiamen.
Analysis uses a two-stage approach with LDA and BERT-BILSTM to evaluate tourist sentiments and perceptions across cultures and texts observed. These findings contribute to better understanding cultural implications for destination marketing strategies.

Abstract

Purpose Tourists with different cultural backgrounds think and behave differently. Accurately capturing and correctly understanding cultural differences will help tourist destinations in product/service planning, marketing communication and attracting and retaining tourists. This research employs Hofstede's cultural dimensions theory to analyse the variations in destination image perceptions of Chinese-speaking and English-speaking tourists to Xiamen, a prominent tourist attraction in China. Design/methodology/approach The evaluation utilizes a two-stage approach, incorporating LDA and BERT-BILSTM models. By leveraging text mining, sentiment analysis and t -tests, this research investigates the variations in tourists' perceptions of Xiamen across different cultures. Findings The results reveal that cultural disparities significantly impact tourists' perceived image of Xiamen, particularly regarding their preferences for renowned tourist destinations and the factors influencing their travel experience. Originality/value This research pioneers applying natural language processing methods and machine learning techniques to affirm the substantial differences in the perceptions of tourist destinations among Chinese-speaking and English-speaking tourists based on Hofstede's cultural theory. The findings furnish theoretical insights for destination marketing organizations to target diverse cultural tourists through precise marketing strategies and illuminate the practical application of Hofstede's cultural theory in tourism and hospitality.

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