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(Un)intended consequences of networking on individual and network-level efficiency

机译:网络对个人和网络级别效率的预期(非预期)后果

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摘要

Abstract Research shows that individuals benefit from setting up their personal networks strategically. There are two fundamental networking approaches: structural change, which involves the addition and deletion of communication ties, and frequency change, which means an increase or decrease of communication on existing ties. Existing literature has focused predominantly on structural change, leaving the potential of frequency change understudied. To investigate the differential effects of structural and frequency change on the efficiency of information flow through a network, we conduct simulations of networking approaches on a diverse set of real-world directed weighted communication networks. Our results indicate that, overall, frequency change is associated with higher efficiency than structural change in all but one of the studied cases. Structural change has a strong direct effect on individuals who actively modify their personal network. Surprisingly, our simulations also show that the indirect effects of frequency change (i.e., an individual’s ties are reshaped due to others’ actions) can exceed direct ones. Our results highlight the value of the so far less studied frequency change and suggest that using targeted network alterations can result in gains for information flow at the scale of the entire network.
机译:摘要研究表明,个人可以从战略性地建立个人网络中受益。有两种基本的联网方法:结构更改(涉及通信纽带的添加和删除)和频率更改(即对现有纽带的通信进行增加或减少)。现有文献主要集中于结构变化,而频率变化的潜力尚未得到研究。为了研究结构变化和频率变化对通过网络的信息流效率的不同影响,我们在一组现实世界的定向加权通信网络上进行了网络方法的仿真。我们的结果表明,总体上,除一种研究情况外,频率变化与结构变化相比具有更高的效率。结构变化对积极修改其个人网络的个人具有很强的直接影响。令人惊讶的是,我们的模拟还表明,频率变化的间接影响(即,由于其他人的行为而改变了个人的纽带)可以超过直接的影响。我们的结果凸显了迄今为止研究较少的频率变化的价值,并表明使用有针对性的网络变更可以在整个网络范围内带来信息流的收益。

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