Statistical models of network data
This page is about statistical models for structured data in the form of graphs and complex networks generally.
Literature
For a more extensive bibliography, see Cosma Shalizi’s notebook on analysis of network data , with dedicated pages for exponential random graph models , stochastic block models , and graph limits .
Books and surveys
- Kolaczyk, 2009: Statistical analysis of network data: Methods and models
(doi)
- Kolaczyk & Csárdi, 2014: Statistical analysis of network data with R (doi)
- Goldenberg et al, 2010: A survey of statistical network models (doi, arxiv)
- Crane, 2018: Probabilistic foundations of statistical network analysis (doi, online )
Graphons and graph limits