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滑雪场认知要素对游客情感的影响研究——以京张地区为例

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本文利用在微博抓取的京张地区29家滑雪场的游客评论文本,通过SnowNLP模型和TF-IDF算法分析滑雪场游客情感和认知要素,基于随机森林算法探究不同认知要素对游客情感的影响程度.研究结果表明:所有类型滑雪场的游客积极情感占比最大,中性情感占比最小,且随着滑雪场等级降低,积极情感占比呈下降趋势;场所/地域要素是滑雪场游客最主要的认知要素,而人文和建筑认知最少,其中积极、中性和消极情感游客的主要认知要素分别为活动、场所/地域和设施;不同认知要素对各类滑雪场游客情感的重要程度存在显著差异.研究结果对全面理解滑雪场游客认知与情感提供一定科学依据.,有助于优化滑雪场经营管理策略,提升游客满意度和忠诚度.
EXPLORING THE IMPACT OF COGNITIVE FACTORS ON TOURISTS'EMOTIONS AT SKI RESORTS:A CASE STUDY OF BEIJING-ZHANGJIAKOU AREA
This study conducted a comprehensive analysis of comments from ski tourists on 29 ski resorts in the Beijing-Zhangjiakou area,collected from the popular social media platformWeibo.It employed the SnowNLP model and TF-IDF algorithm to dissect the emotions of ski resort tourists and develop cognitive factors.Additionally,by leveraging the random forest algorithm,the research explored the varying degrees to which distinct cognitive elements influence tourists'emotions.Results show that among all categories of ski resort visitors,positive emotions constitute the highest proportion,while neutral emotions account for the smallest share.As the ski resort level decreases,the prevalence of positive emotions also diminishes.The place/region element emerges as the most pivotal cognitive factor for ski resort visitors,in contrast to human-istic and architectural cognition which hold lesser significance.Among these factors,the central cognitive components for visitors experiencing positive,neutral,and negative emotions are activities,place/region,and facilities,respectively.Notably,substantial divergences exist in the significance of diverse cognitive ele-ments concerning the emotions of visitors across different types of ski resorts.The findings of this study pro-vide a crucial scientific foundation for comprehensively understanding the cognitive and emotional aspects of ski resort visitors,offering valuable insights for the ski resort management strategies and contributing to the enhancement of visitor satisfaction and loyalty.

ski resortsskierscognition and emotionBeijing-Zhangjiakourandom forest

蒋依依、徐海滨、张旖旎、方琰

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北京体育大学体育休闲与旅游学院,北京 100084

北京市冬奥文化与冰雪运动发展研究基地,北京 100084

滑雪场 滑雪者 认知—情感 京张 随机森林

国家自然科学基金项目国家社会科学基金重点项目中央高校基本科研业务费专项资金资助课题北京冬奥文化与冰雪运动发展研究基地

4200125521ATY0012022YB0162023DAWH003

2024

人文地理
西安外国语大学

人文地理

CSTPCDCSSCICHSSCD北大核心
影响因子:1.522
ISSN:1003-2398
年,卷(期):2024.39(4)