Seeding on Moving Ground: How Understanding Network Instability Can Improve Message Dissemination

Lev Muchnik, J. Goldenberg
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Abstract

Abstract Most analyses of the social structure of a network implicitly assume that the relationships in the network are relatively stable. We present evidence that this is not the case. The focal network of this study grew in bursts rather than monotonously over time, and the bursts were highly localized. Links were added and deleted in nearby localities and are not randomly dispersed throughout the network. Also changes in structure lead to simultaneous changes in self-stated interests of its members. For SNA marketing applications the findings suggest interesting improvements. Local bursts around a seed can change the structure of the network dramatically and therefore a marketer’s influence and his chances of success. Therefore, network measurements should be carried out more frequently and closer to the actual implementation of a seeding campaign. To detect these abrupt, dramatic local changes marketers also use a finer resolution. Further, recommendation algorithms that simultaneously account for changes in network structure and content should be applied.
移动地面上的播种:如何理解网络不稳定性可以改善消息传播
大多数对网络社会结构的分析都隐含地假设网络中的关系是相对稳定的。我们提供的证据表明情况并非如此。随着时间的推移,本研究的焦点网络以爆发而不是单调的方式增长,并且爆发是高度局部化的。链接在附近的位置添加和删除,而不是随机分散在整个网络中。此外,结构的变化导致其成员自我陈述的利益同时发生变化。对于SNA营销应用,研究结果提出了有趣的改进。围绕种子的局部爆发可以极大地改变网络的结构,从而改变营销人员的影响力和成功的机会。因此,网络测量应该更频繁地进行,并更接近播种活动的实际实施。为了发现这些突然的、戏剧性的局部变化,营销人员还使用了更精细的分辨率。此外,应该应用同时考虑网络结构和内容变化的推荐算法。
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