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On the Spread of Innovation in Social Networks

机译:论社交网络创新的传播

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摘要

In this paper we analyse different aspects of the diffusion of innovation in social network. Adopting the linear threshold model we firstly propose an algorithm based on the linear programming which takes as input a set of innovators and returns the maximal cohesive subset contained in the complement of the seed set. Then we introduce and formalize with integer programming two problems. The first one is that of finding a seed set of r individual that maximizes the spread of innovation in the network in k step. The second one is that of finding a seed set whose cardinality is minimal which diffuses the innovation to a desired set of adopters in k steps.
机译:在本文中,我们分析了社交网络创新扩散的不同方面。采用线性阈值模型我们首先提出了一种基于线性编程的算法,该算法作为输入一组创新者,并返回种子组补充所包含的最大凝聚群。然后我们通过整数编程两个问题介绍并形式化。第一个是找到R个体的种子组,以最大化网络中的创新传播。第二个是找到一种种子组,其基数是最小的,这将创新扩散到k步骤中的所需采用者。

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