Structural Estimation of Pairwise Stable Networks: An Application to Social Networks in Rural India

Jun Sung Kim
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引用次数: 4

Abstract

This paper studies what we can learn from pairwise stable networks. Recent literature on empirical models of strategic network formation confronts problems such as the curse of dimensionality and multiple equilibria. To solve these problems, I consider the probability that the observed network is pairwise stable, instead of the probability that a certain equilibrium outcome is observed. Pairwise stability provides conditions under which no pairs of individuals have an incentive to deviate from the current network configuration. Pairwise stability and the assumption of myopic agents contained in it give strong identification power when we consider the probability that the observed network is pairwise stable. I propose a semiparametric maximum score estimator which is simple and computationally feasible. I applied the empirical model to different types of social networks in rural India. Estimation results show that individuals have strong homophily on castes in all types of social networks.
两两稳定网络的结构估计:在印度农村社会网络中的应用
本文研究了我们可以从两两稳定网络中学到什么。最近关于战略网络形成的实证模型面临着诸如维度诅咒和多重均衡等问题。为了解决这些问题,我考虑观察到的网络是两两稳定的概率,而不是观察到某个平衡结果的概率。两两稳定性提供了一种条件,在这种条件下,没有一对个体有偏离当前网络配置的动机。当我们考虑观察到的网络是两两稳定的概率时,两两稳定性和其中包含的近视因子假设提供了很强的识别能力。提出了一种简单且计算可行的半参数最大分数估计器。我将经验模型应用于印度农村不同类型的社会网络。估计结果表明,在所有类型的社会网络中,个体对种姓都有很强的同质性。
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