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Latency-Bounded Target Set Selection in Signed Networks

机译:签名网络中的延迟界限目标集选择

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摘要

It is well-documented that social networks play a considerable role in information spreading. The dynamic processes governing the diffusion of information have been studied in many fields, including epidemiology, sociology, economics, and computer science. A widely studied problem in the area of viral marketing is the target set selection: in order to market a new product, hoping it will be adopted by a large fraction of individuals in the network, which set of individuals should we "target" (for instance, by offering them free samples of the product)? In this paper, we introduce a diffusion model in which some of the neighbors of a node have a negative influence on that node, namely, they induce the node to reject the feature that is supposed to be spread. We study the target set selection problem within this model, first proving a strong inapproximability result holding also when the diffusion process is required to reach all the nodes in a couple of rounds. Then, we consider a set of restrictions under which the problem is approximable to some extent.
机译:它有充分记录的是,社交网络在信息传播中发挥着相当大的作用。在许多领域中研究了信息扩散的动态过程,包括流行病学,社会学,经济学和计算机科学。在病毒营销领域进行了广泛研究的问题是目标集选择:为了推销新产品,希望它将通过网络中的大部分个人采用,我们应该“目标”(为实例,通过为他们提供产品的免费样品)?在本文中,我们介绍了一种扩散模型,其中节点的一些邻居对该节点具有负影响,即它们诱导节点拒绝应该传播的特征。我们研究了该模型中的目标集选择问题,首先在需要扩散过程中达到几轮中的所有节点时,也首先证明强烈的不宜识别结果持有。然后,我们考虑在某种程度上近似问题的一系列限制。

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