English

Latent Position Network Models

Methodology 2023-04-07 v1

Abstract

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.

Keywords

Cite

@article{arxiv.2304.02979,
  title  = {Latent Position Network Models},
  author = {Hardeep Kaur and Riccardo Rastelli and Nial Friel and Adrian E. Raftery},
  journal= {arXiv preprint arXiv:2304.02979},
  year   = {2023}
}

Comments

26 pages, 4 figures

R2 v1 2026-06-28T09:52:35.487Z