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New Competitive Influence Propagation Models in Social Networks

机译:社交网络中新的竞争影响力传播模型

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We study competitive influence propagation in social networks based on Independent Cascade (IC) model. First we propose two new models, in both of which each individual in the network is allowed to propagate multiple influences to its neighbors. In the first Deadline Independent Cascade (DIC) model, each individual has a deadline of following the final single influence and before that it may accept different influences. In the second Latency Independent Cascade (LIC) model, once an individual firstly receives any influence, it has a latency to make the final decision and in the latency it continues receiving influences. Second we analyze the combinatorial properties of our proposed models. We prove that the influence spread under DIC model is monotone and sub modular, which implies that the last influence source has a strategy that returns at least 1 - 1/e of the best response. We also give examples showing that the influence spread under LIC model is neither monotone nor sub modular, which implies that even for the last influence source, it is hard to find the strategy with guaranteed performance.
机译:我们研究基于独立级联(IC)模型的社交网络中竞争影响力的传播。首先,我们提出了两个新模型,在这两个模型中,网络中的每个人都可以向其邻居传播多种影响。在第一个“截止期限独立级联”(DIC)模型中,每个人都有一个遵循最终单个影响力的截止日期,在此之前它可以接受不同的影响力。在第二个独立于延迟的级联(LIC)模型中,一个人首先受到任何影响后,便会有做出最终决定的等待时间,并且在等待时间中它将继续接收影响。其次,我们分析了所提出模型的组合性质。我们证明DIC模型下的影响力扩散是单调的和子模块的,这意味着最后一个影响力源的策略至少返回最佳响应的1-1 / e。我们还给出了一些示例,表明LIC模型下的影响扩散既不是单调的也不是子模块的,这意味着即使对于最后一个影响源,也很难找到具有保证性能的策略。

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