基于大数据的区域一体化背景下京津冀民宿空间分布及影响因素探析

Q3 Environmental Science
Li Yan, Danyang Dong, Yining Wang
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引用次数: 0

摘要

摘要:京津冀区域一体化协同发展是我国保持优势互补、互利共赢的重大国家战略。一体化发展战略为民宿在客源共享、资源共享、竞争合作、品牌塑造、产业升级等方面带来了机遇和挑战。因此,优化资源配置、提升用户体验、协助城市规划对民宿发展尤为重要。因此,本研究利用理论上的近邻距离和核密度估计(Kernel Density Estimation)方法探讨了北京通州地区民宿的分布情况,并利用潜狄利克特分配(LDA)主题模型和回归分析方法从政府和市场两个角度分析了民宿的影响因素及其影响程度。结果表明,民宿分布的影响因素存在明显的聚集特征和空间差异性。基于 LDA 分析的 9 个因素均对民宿分布产生了显著影响,其中冰雪活动的重要性达到临界值,主要原因是冰雪活动受到特定地域要求的限制。因此,我们提出以下建议:民宿应围绕当地文化旅游特色,发展精品乡村民宿和社区民宿,实现共享民宿产业的差异化创新发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring Spatial Distribution and Influencing Factors of B&Bs in Beijing-Tianjin-Hebei in the Regional Integration Context Based on Big Data
Abstract: The integrated and synergistic development of the region of Beijing-Tianjin-Hebei (BTH) is a major national strategy for China to maintain complementary advantages and mutual benefits. The integrated development strategy offers opportunities and challenges for Bed and Breakfasts (B&Bs) in guest sharing, resource sharing, competition and cooperation, branding, and industrial upgrading. Therefore, optimizing resource allocation, enhancing user experience, and assisting in urban planning become particularly crucial for B&Bs development. Therefore, this study utilized the theoretical nearest neighbor distance and Kernel Density Estimation to explore the distribution of B&Bs in the BTH region, and utilized Latent Dirichlet Allocation (LDA) thematic model and regression analysis to analyze the influencing factors from both government and market perspectives and the extent of their influence. The results indicated that significant aggregation characteristics and spatial variability exists in the factors influencing the distribution of B&Bs. All nine factors analyzed based on LDA exerted a significant effect on the distribution of B&Bs, of which the significance of ice and snow activities was at a critical value, mainly because they were limited by specific geographic requirements. Therefore we proposed the following: B&Bs should develop boutique rural B&Bs and community B&Bs around local cultural and tourism characteristics and realize the differentiated and innovative development of the shared B&B industry.
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来源期刊
Journal of Resources and Ecology
Journal of Resources and Ecology Environmental Science-Ecology
CiteScore
2.40
自引率
0.00%
发文量
107
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