In this chapter, we present a review of latent position models for networks. We review the recent literature in this area and illustrate the basic aspects and properties of this modeling framework. Through several illustrative examples we highlight how the latent position model is able to capture important features of observed networks. We emphasize how the canonical design of this model has made it popular thanks to its ability to provide interpretable visualizations of complex network interactions. We outline the main extensions that have been introduced to this model, illustrating its flexibility and applicability.
翻译:在本章中,我们介绍了网络的潜在位置模型。我们回顾了该领域的最新文献,并展示了该建模框架的基本方面和特性。通过几个实例,我们强调潜在位置模型如何捕捉观察到的网络的重要特征。我们强调此模型的经典设计如何使其因其提供可解释的复杂网络交互可视化而受欢迎。我们概述了引入到该模型中的主要扩展,展示了其灵活性和适应性。