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Does proximity matter? Distance dependence of adolescent friendships

机译:距离有关系吗?青少年友谊的距离依赖性

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摘要

Geographic proximity is a determinant factor of friendship. Friendship datasets that include detailed geographic information are scarce, and when this information is available, the dependence of friendship on distance is often modelled by pre-specified parametric functions or derived from theory without further empirical assessment. This paper aims to give a detailed representation of the association between distance and the likelihood of friendship existence and friendship dynamics, and how this is modified by a few basic social and individual factors. The data employed is a three-wave network of 336 adolescents living in a small Swedish town, for whom information has been collected on their household locations. The analysis is a three-step process that combines (1) nonparametric logistic regressions to unravel the overall functional form of the dependence of friendship on distance, without assuming it has a particular strength or shape; (2) parametric logistic regressions to construct suitable transformations of distance that can be employed in (3) stochastic models for longitudinal network data, to assess how distance, individual covariates, and network structure shape adolescent friendship dynamics. It was found that the log-odds of friendship existence and friendship dynamics decrease smoothly with the logarithm of distance. For adolescents in different schools the dependence is linear, and stronger than for adolescents in the same school. Living nearby accounts, in this dataset, for an aspect of friendship dynamics that is not explicitly modelled by network structure or by individual covariates. In particular, the estimated distance effect is not correlated with reciprocity or transitivity effects. © 2011 Elsevier B.V.
机译:地理位置接近是友谊的决定因素。缺少包含详细地理信息的友谊数据集,并且当可获得此信息时,友谊对距离的依赖关系通常通过预先指定的参数函数来建模或从理论推导而无需进一步的经验评估。本文旨在详细说明距离与友谊存在的可能性和友谊动态之间的关联,以及如何通过一些基本的社会和个人因素来对此进行修改。所使用的数据是一个三波网络,由336个生活在瑞典小镇中的青少年组成,他们已经收集了有关其家庭所在地的信息。该分析是一个三步过程,其中包括:(1)非参数逻辑回归,以揭示友谊对距离的依赖性的整体功能形式,而不假定其具有特定的强度或形状; (2)参数logistic回归以构建合适的距离转换,该转换可用于(3)纵向网络数据的随机模型中,以评估距离,个体协变量和网络结构如何塑造青少年友谊动态。结果发现,随着距离的对数,友谊存在和友谊动态的对数平滑降低。对于不同学校的青少年,其依赖性是线性的,并且比同一学校的青少年的依赖性更强。在此数据集中,居住在附近的帐户用于友谊动态的一个方面,该关系未通过网络结构或单个协变量明确建模。特别地,估计的距离影响与互惠性或传递性影响不相关。 ©2011 Elsevier B.V.

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