G2TT
来源类型Discussion paper
规范类型论文
来源IDDP13911
DP13911 A Structural Model for the Coevolution of Networks and Behavior
Michael König; Chih-Sheng Hsieh; Xiaodong Liu
发表日期2019-08-07
出版年2019
语种英语
摘要This paper introduces a structural model for the coevolution of networks and behavior. The microfoundation of our model is a network game where agents adjust actions and network links in a stochastic best-response dynamics with a utility function allowing for both strategic externalities and unobserved heterogeneity. We show the network game admits a potential function and the coevolution process converges to a unique stationary distribution characterized by a Gibbs measure. To bypass the evaluation of the intractable normalizing constant in the Gibbs measure, we adopt the Double Metropolis-Hastings algorithm to sample from the posterior distribution of the structural parameters. To illustrate the empirical relevance of our structural model, we apply it to study R&D investment and collaboration decisions in the chemicals and pharmaceutical industry and find a positive knowledge spillover effect. Finally, our structural model provides a tractable framework for a long-run key player analysis.
主题Industrial Organization
关键词Strategic network formation Network interactions Stochastic best-response dynamics Unobserved heterogeneity Double metropolis-hastings algorithm R&d collaboration networks Key players
URLhttps://cepr.org/publications/dp13911
来源智库Centre for Economic Policy Research (United Kingdom)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/542792
推荐引用方式
GB/T 7714
Michael König,Chih-Sheng Hsieh,Xiaodong Liu. DP13911 A Structural Model for the Coevolution of Networks and Behavior. 2019.
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