论文标题

与城市和特征的相似方法

A Similarity Approach to Cities and Features

论文作者

Costa, Luciano da F., Tokuda, Eric K.

论文摘要

表征城市结构是一项重要任务,因为相似城市的识别可以促进各自的经验共享。在目前的工作中,我们考虑了来自5个国家的20个欧洲城市以及可比的人口,每个城市都以四个拓扑以及一个几何特征来表征。然后,这些城市通过考虑其成对的相似性来映射到各自的网络中,因为Conccients Godagology的评估包括结合Jaccard和内部性指数。该方法结合了一个参数alpha,该参数可以控制具有相同或相反符号的特征与整体相似性的相对贡献。有趣的是,对于非标准参数配置,获得了最大模块化城市网络,这表明无法获得它不是用于采用参数alpha。具有最大模块化的网络提供了四个社区,这些社区可以与五个被考虑的国家中的四个直接相关,不仅证实了所采用特征和相似性方法的有效性,而且还表明来自一个相似国家的城市的趋势令人惊讶,同时与其他国家 /地区有所不同。然后应用了巧合方法,以研究分别对所获得的网络的几种特征组合的影响,从而导致一个高度模块化的特征网络,其中包含四个主要社区,这些社区可以理解为被考虑的城市的主要模型。

Characterizing the structure of cities constitutes an important task since the identification of similar cities can promote sharing of respective experiences. In the present work, we consider 20 European cities from 5 respective countries and with comparable populations, each of which characterized in terms of four topological as well as one geometrical feature. These cities are then mapped into respective networks by considering their pairwise similarity as gauged by the coincidence methodology, which consists of combining the Jaccard and interiority indices. The methodology incorporates a parameter alpha that can control the relative contribution of features with the same or opposite signs to the overall similarity. Interestingly, the maximum modularity cities network is obtained for a non-standard parameter configuration, showing that it could not be obtained were not for the adoption of the parameter alpha. The network with maximum modularity presents four communities that can be directly related to four of the five considered countries, corroborating not only the effectiveness of the adopted features and similarity methodology, but also indicating a surprising tendency of the cities from a same country of being similar, while differing from cities from other countries. The coincidence methodology was then applied in order to investigate the effect of several features combinations on the respectively obtained networks, leading to a highly modular features network containing four main communities that can be understood as the main possible models for the considered cities.

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