从主人的描述到客人的评论:语义相似性

IF 4.1 Q1 HOSPITALITY, LEISURE, SPORT & TOURISM
Mariana Cavique , Ricardo Ribeiro , Fernando Batista , Antónia Correia
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引用次数: 0

摘要

本研究调查了Airbnb酒店描述和客人评论之间的语义一致性。Word2Vec嵌入和亲和传播聚类用于识别粒度语义概念,从而可以对两种文本类型进行详细的比较。引入了一个新的度量标准,即概念覆盖率,来衡量客人评论内容在酒店描述中反映的程度。结果表明,较高的概念覆盖率通常与评论中更多的积极情绪相关,这表明主人和客人观点之间更好的一致性有助于客人满意度。然而,长而详细的描述可能会限制给客人带来惊喜的可能性,因为它减少了正面不确认的机会。这些发现为改善点对点住宿中的沟通提供了实用的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

From host's descriptions to guests' reviews: Semantic similarities

From host's descriptions to guests' reviews: Semantic similarities
This study investigates the semantic alignment between Airbnb property descriptions and guest reviews. Word2Vec embeddings and affinity propagation clustering are used to identify granular semantic concepts, enabling a detailed comparison of the two text types. A new metric, concept coverage ratio, is introduced to measure the extent to which the guest review content is reflected in property descriptions. Results show that a higher concept coverage ratio is generally associated with more positive sentiment in reviews, suggesting that better alignment between host and guest perspectives contributes to guest satisfaction. However, longer and detailed descriptions may limit the potential for pleasantly surprising guests, as it reduces the chance for positive disconfirmation. These findings offer practical insights for improving communication in peer-to-peer accommodation.
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来源期刊
Annals of Tourism Research Empirical Insights
Annals of Tourism Research Empirical Insights Social Sciences-Sociology and Political Science
CiteScore
5.30
自引率
0.00%
发文量
44
审稿时长
106 days
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