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On the importance of Shenzhen metro transit to land development and threshold effect

机译:论深圳地铁运输土地发展与阈值效应的重要性

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Previous studies explore the impact of rail transit on land development and identify the size of its impact area. However, many pre-specify their relationship as linear or quadratic. This restrictive assumption biases the estimate for rail transit impact. To relax this assumption, this study employs gradient boosting decision trees to the 2008 and 2014 building census data in Shenzhen, China, and examines the nonlinear relationship between distance to metro stations and land development intensity, i.e., changes in floor area. We find that metro transit is more important in predicting changes in floor areas than other transportation infrastructures. Distance to metro station shows a threshold effect on development intensity, with the effect extending to 1.25 km from the station. Metro stations and land availability have a synergistic effect, strengthening the development of adjacent lands. Overall, metro transit and supportive policies are important instruments to shape urban form in urbanizing China.
机译:以前的研究探讨了轨道交通对土地开发的影响,并确定其影响面积的大小。但是,许多人将其与线性或二次的关系预先指定。这种限制性假设偏置了轨道交通影响的估计。为了放松这种假设,本研究采用梯度提升决策树,在中国深圳,中国建设人口普查数据,并在地铁站和土地开发强度的距离之间检查非线性关系,即地板区域的变化。我们发现地铁过境在预测地板区域的变化比其他运输基础设施更重要。到地铁站的距离显示了对开发强度的阈值影响,效果距离车站1.25公里。地铁站和土地可用性具有协同效应,加强邻近地的发展。总体而言,地铁过境和支持政策是塑造城市化中国城市形态的重要仪器。

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