表征网络上的战略级联

T. Martin, G. Schoenebeck, Michael P. Wellman
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引用次数: 7

摘要

疾病的传播、信息和谣言的传播、新产品的采用以及许多其他网络现象都可以成功地建模为级联过程,其中节点选择的行为会影响网络图中邻居的后续行为。目前关于级联的文献倾向于假设节点根据其他节点已经采取的选择状态进行近视选择。我们研究了战略选择的可能性,其中代表节点的代理预测尚未决定的其他节点的选择,并考虑到它们自己对这些选择的影响。我们的研究采用了Chierichetti等人[2012]的框架,他们(假设节点行为近视)研究了节点决策的调度,以促进调度者偏好的产品采用级联。我们表明,当节点有策略地行动时,结果可能会非常不同。我们展示了在战略设置中100%的代理采用,但在近视设置中只有任意小的ε采用的情况。相反,我们提出了在策略设置中0%的代理采用,但在近视设置中(100-ε)%的代理采用,对于任何常数ε > 0。此外,我们证明了具有策略代理的级联过程的一些性质,无论是一般的还是特定类别的图。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterizing strategic cascades on networks
Transmission of disease, spread of information and rumors, adoption of new products, and many other network phenomena can be fruitfully modeled as cascading processes, where actions chosen by nodes influence the subsequent behavior of neighbors in the network graph. Current literature on cascades tends to assume nodes choose myopically based on the state of choices already taken by other nodes. We examine the possibility of strategic choice, where agents representing nodes anticipate the choices of others who have not yet decided, and take into account their own influence on such choices. Our study employs the framework of Chierichetti et al. [2012], who (under assumption of myopic node behavior) investigate the scheduling of node decisions to promote cascades of product adoptions preferred by the scheduler. We show that when nodes behave strategically, outcomes can be extremely different. We exhibit cases where in the strategic setting 100% of agents adopt, but in the myopic setting only an arbitrarily small ε do. Conversely, we present cases where in the strategic setting 0% of agents adopt, but in the myopic setting (100-ε)% do, for any constant ε > 0. Additionally, we prove some properties of cascade processes with strategic agents, both in general and for particular classes of graphs.
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