statnet : Software Tools for the Representation, Visualization, Analysis and Simulation of Network Data
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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.
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Authors
5Topics & keywords
Topics
Keywords
- Computer science
- Markov chain Monte Carlo
- Exponential random graph models
- Suite
- Visualization
- Software
- Data mining
- Robustness (evolution)
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