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Zipf's law from scale-free geometry

机译:无标度几何的齐普夫定律

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The spatial distribution of people exhibits clustering across a wide range of scales, from household (similar to 10(-2) km) to continental (similar to 10(4) km) scales. Empirical data indicate simple power-law scalings for the size distribution of cities (known as Zipf's law) and the population density fluctuations as a function of scale. Using techniques from random field theory and statistical physics, we show that these power laws are fundamentally a consequence of the scale-free spatial clustering of human populations and the fact that humans inhabit a two-dimensional surface. In this sense, the symmetries of scale invariance in two spatial dimensions are intimately connected to urban sociology. We test our theory by empirically measuring the power spectrum of population density fluctuations and show that the logarithmic slope alpha = 2.04 +/- 0.09, in excellent agreement with our theoretical prediction alpha = 2. The model enables the analytic computation of many new predictions by importing the mathematical formalism of random fields.
机译:人的空间分布在从家庭(大约10(-2)km)到大陆(大约10(4)km)尺度的各个尺度上都表现出聚集性。经验数据表明,简单的幂律定标适用于城市规模分布(称为齐普夫定律),而人口密度波动是规模的函数。使用随机场理论和统计物理学的技术,我们证明这些幂定律从根本上讲是人类无标度空间集群的结果,也是人类居住在二维表面上的事实。从这个意义上说,在两个空间维度上尺度不变的对称性与城市社会学紧密相连。我们通过经验地测量人口密度波动的幂谱来检验我们的理论,并显示对数斜率α= 2.04 +/- 0.09,与我们的理论预测α= 2非常吻合。该模型能够通过以下方法对许多新的预测进行解析计算:导入随机字段的数学形式主义。

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