statnet: Software Tools for the Representation, Visualization, Analysis and Simulation of Network Data

Abstract

statnet is a suite of software packages for statistical network analysis. The packages implement recent advances in network modeling based on exponential-family random graph models (ERGM). The components of the package provide a comprehensive framework for ERGM-based network modeling, including tools for model estimation, model evaluation, model-based network simulation, and network visualization. This broad functionality is powered by a central Markov chain Monte Carlo (MCMC) algorithm. The coding is optimized for speed and robustness.

Keywords

• exponential-family random graph model
• Markov chain Monte Carlo
• networks
• random graph models