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通过蒙特卡罗模拟研究网络属性对迁移引起的长期身高趋势的影响。

Influence of network properties on a migration induced secular height trend by Monte Carlo simulation.

作者信息

Fritz Amelie, Makeyeva Angelina, Staub Kaspar, Groth Detlef

机构信息

University of Potsdam, Institute of Biochemistry and Biology, Bioinformatics Group, Karl-Liebknecht-Str. 24-25, 14476 Potsdam-Golm, Germany.

Mitteldamm 31a, 14482 Potsdam, Germany.

出版信息

Anthropol Anz. 2019 Nov 8;76(5):433-443. doi: 10.1127/anthranz/2019/1032.

DOI:10.1127/anthranz/2019/1032
PMID:31348484
Abstract

Recent research reported height biased migration of taller individuals and a Monte Carlo simulation showed that such preferential migration of taller individuals into network hubs can induce a secular trend of height. In the simulation model taller agents in the hubs raise the overall height of all individuals in the network by a community effect. However, it could be seen that the actual network structure influences the strength of this effect. In this paper the background and the influence of the network structure on the strength of the secular trend by migration is investigated. Three principal network types are analyzed: networks derived from street connections in Switzerland, more regular fishing net like networks and randomly generated ones. Our networks have between 10 and 152 nodes and between 20 and 307 edges connecting the nodes. Depending on the network size between 5.000 and 90.000 agents with an average height of 170cm (SD 6.5cm) are initially released into the network. In each iteration new agents are regenerated based on the actual average body height of the previous iteration and, to a certain proportion, corrected by body heights in the neighboring nodes. After generating new agents, a certain number of them migrated into neighbor nodes, the model let preferentially taller agents migrate into network hubs. Migration is balanced by back migration of the same number of agents from nodes with high centrality measures to less connected nodes. The latter is random as well, but not biased by the agents height. Furthermore the distribution of agents per node and their correlation to the centrality of the nodes is varied in a systematic manner. After 100 iterations, the secular trend, i.e. the gain in body height for the different networks, is investigated in relation to the network properties. We observe an increase of average agent body height after 100 iterations if height biased migration is enabled. The increase rate depends on the height of the neighboring factor, the population distribution, the relationship between population in the nodes and their centrality as well as on the network topology. Networks with uniform like distributions of the agents in the nodes, uncorrelated associations between node centrality and agent number per node, as well as very heterogeneous networks with very different node centralities lead to biggest gains in average body height. Our simulations show, that height biased migration into network hubs can possibly contribute to the secular trend of height increase in the human population. The strength of this "tall by migration" event depends on the actual properties of the underlying network. There is a possible significance of this mechanism for social networks, when hubs are represented by individuals and edges as their personal relationships. However, the required high number of iterations to achieve significant effects in more natural network structures in our models requires further studies to test the relevance and real effect sizes in real world scenarios.

摘要

近期研究报告了较高个体的身高偏向性迁移,蒙特卡洛模拟表明,这种较高个体向网络枢纽的优先迁移会引发身高的长期趋势。在模拟模型中,枢纽中的较高个体通过社区效应提高了网络中所有个体的总体身高。然而,可以看出实际的网络结构会影响这种效应的强度。本文研究了网络结构的背景以及迁移对长期趋势强度的影响。分析了三种主要的网络类型:源自瑞士街道连接的网络、更规则的类似渔网的网络以及随机生成的网络。我们的网络有10到152个节点,连接节点的边有20到307条。根据网络规模,最初向网络中释放5000到9000个平均身高为170厘米(标准差6.5厘米)的个体。在每次迭代中,根据上一次迭代的实际平均身高生成新个体,并按一定比例根据相邻节点的身高进行校正。生成新个体后,一定数量的个体迁移到相邻节点,模型优先让较高个体迁移到网络枢纽。迁移通过相同数量的个体从中心性较高的节点反向迁移到连接较少的节点来平衡。后者也是随机的,但不受个体身高的影响。此外,系统地改变每个节点上个体的分布及其与节点中心性的相关性。经过100次迭代后,研究不同网络的长期趋势,即身高增长情况与网络属性的关系。如果启用身高偏向性迁移,我们观察到经过100次迭代后个体平均身高有所增加。增长率取决于相邻因素的身高、人口分布、节点中的人口与其中心性之间的关系以及网络拓扑结构。节点中个体分布均匀、节点中心性与每个节点个体数量不相关的网络,以及节点中心性差异很大的非常异质的网络,平均身高增长最大。我们的模拟表明,向网络枢纽的身高偏向性迁移可能有助于解释人类身高增长的长期趋势。这种“因迁移而变高”事件的强度取决于基础网络的实际属性。当枢纽由个体代表且边代表其个人关系时,这种机制在社交网络中可能具有重要意义。然而,在我们的模型中,在更自然的网络结构中需要大量迭代才能产生显著效果,这需要进一步研究以测试在现实世界场景中的相关性和实际效应大小。

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