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Game Theoretic Analysis of a Strategic Model of Competitive Contagion and Product Adoption in Social Networks

机译:社交网络中竞争传染和产品采用策略模型的博弈分析

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摘要

In this paper we propose and study a strategic model of marketing and product adoption in social networks. Two firms compete for the spread of their products in a social network. Considering their fixed budgets, they initially determine the payoff of their products and the number of their initial seeds in a network. Afterwards, neighboring agents play a local coordination game over a fixed network which determines the dynamics of the spreading. Assuming myopic best response dynamics, agents choose a product based on the payoff received by actions of their neighbors. This local update dynamics results in a game-theoretic diffusion process in the network. Utilizing earlier results in the literature, we find a lower and an upper bound on the proportion of product adoptions. We derive an explicit characterization of these bounds based on the payoff of products offered by firms, the initial number of adoptions and the underlying structure of the network. We then consider a case in which after switching to the new product, agents might later switch back to the old product with some fixed rate. We show that depending on the rate of switching back to the old product, the new product might always die out in the network eventually. Finally, we consider a game between two firms aiming to optimize their products adoptions while considering their fixed budgets. We describe the Nash equilibrium of this game and show how the optimal payoffs offered by firms and the initial number of seeds depend on the relative budgets of firms.
机译:在本文中,我们提出并研究了社交网络中营销和产品采用的战略模型。两家公司竞争其产品在社交网络中的传播。考虑到固定预算,他们最初确定产品的收益以及网络中初始种子的数量。此后,邻近的代理商通过固定网络玩本地协调游戏,该游戏确定传播的动态。假设近视最佳响应动态,代理商根据邻居行动获得的回报来选择产品。这种局部更新动态导致网络中的博弈论扩散过程。利用文献中的早期结果,我们发现产品采用比例的下限和上限。我们根据公司提供的产品的收益,采用的初始数量和网络的基础结构,得出这些界限的明确特征。然后,我们考虑一种情况,在这种情况下,代理商在切换到新产品之后可能会以固定的速率切换回旧产品。我们表明,取决于切换回旧产品的速率,新产品最终可能总是在网络中消失。最后,我们考虑了两家公司之间的博弈,目的是在考虑固定预算的同时优化其产品采用率。我们描述了该博弈的纳什均衡,并展示了企业提供的最优收益和种子的初始数量如何取决于企业的相对预算。

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  • 作者单位
  • 年度 2012
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  • 入库时间 2022-08-20 20:20:56

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