Urban acupuncture 2.0: Urban management tool inspired by social media

M. Petrova, A. Nenko, K. Sukharev
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引用次数: 4

Abstract

This paper presents an argued vision on urban acupuncture as a research-based tool to manage urban territories by taking local actions in specific points. We argue that if based on analysis of social media data, urban acupuncture becomes an informative source for e-government and allows to design targeted urban planning decisions minimizing resources and increasing civil participation. While traditional urban acupuncture method relied on expert interviews with architects and urban planners, which is quite biased 'subjective' data source, urban acupuncture based on geo-located data from social media produced by users themselves allows to account for actual social behaviours. Urban acupuncture 2.0., as we name it here, provides insights into citizens' activities and attitudes towards certain city locations and serves as a solid grounding for taking decisions concerning specific territories. Social media data covers the whole city and involves a bigger variety of social groups; due to these specifics of data urban acupuncture 2.0. becomes more informative and representative for taking decisions. In this paper we show urban acupuncture 2.0. approach on the case-study of Samara-city, Russia, and development of its public spaces. Data used is from Vkontakte, Twitter and Instagram social media. We apply series of data mining tools, in particular, PCA and LDA methods, to user-generated texts. Results show popularity of public spaces by time and location, dominant type of activity and dominant type of users. Results also reveal mismatches between functionality of a public space and a type of activity there. Based on these findings recommendations are generated on how to develop Samara public spaces in line with acupuncture approach: targeted interventions deriving from existing citizens' subjective attitudes and habits towards these places are proposed.
城市针灸2.0:受社交媒体启发的城市管理工具
本文提出了一个有争议的愿景,即城市针灸作为一种基于研究的工具,通过在特定点上采取局部行动来管理城市领土。我们认为,如果基于对社交媒体数据的分析,城市针灸将成为电子政务的信息来源,并允许设计有针对性的城市规划决策,最大限度地减少资源和增加公民参与。传统的城市针灸方法依赖于与建筑师和城市规划者的专家访谈,这是相当有偏见的“主观”数据源,而城市针灸基于用户自己产生的社交媒体的地理位置数据,可以解释实际的社会行为。城市针灸2.0。它提供了市民对某些城市地点的活动和态度的见解,并作为对特定地区做出决策的坚实基础。社交媒体数据覆盖整个城市,涉及的社会群体更加多样化;由于这些数据的特殊性,城市针灸2.0。为决策提供更多信息和代表性。在本文中,我们展示了城市针灸2.0。以俄罗斯萨马拉市为例,探讨其公共空间的发展。使用的数据来自Vkontakte、Twitter和Instagram社交媒体。我们将一系列数据挖掘工具,特别是PCA和LDA方法应用于用户生成文本。结果显示,公共空间受时间和地点、主导活动类型和主导用户类型的欢迎程度。结果还揭示了公共空间的功能与活动类型之间的不匹配。基于这些发现,提出了关于如何根据针灸方法开发Samara公共空间的建议:根据现有公民对这些地方的主观态度和习惯提出有针对性的干预措施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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