A statnet Tutorial.
By Steven M. Goodreau, Mark S. Handcock, David R. Hunter, Carter T. Butts, Martina Morris. Journal of Statistical Software, 2008
560 citations recorded by the source corpus.
The statnet suite of R packages contains a wide range of functionality for the statistical analysis of social networks, including the implementation of exponential-family random graph (ERG) models. In this paper we illustrate some of the functionality of statnet through a tutorial analysis of a friendship network of 1,461 adolescents.
Subfields: Experimental and Cognitive Psychology, Statistical and Nonlinear Physics
View Paper: https://www.semanticscholar.org/paper/5815e909a56a60678fa9e50536a9d26cd8a7b9f9
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In Experimental and Cognitive Psychology
- Martina Morris
- Steven M. Goodreau
- Mark S. Handcock
- David R. Hunter
- Carter T. Butts
- Edoardo M. Airoldi
- Stephen E. Fienberg
- Anna Goldenberg
In Statistical and Nonlinear Physics
- Martina Morris
- Steven M. Goodreau
- Mark S. Handcock
- David R. Hunter
- Carter T. Butts
- Edoardo M. Airoldi
- Stephen E. Fienberg
- Anna Goldenberg
Citations in the corpus
- A Survey of Statistical Network Models (2009, methodology): “, by full MCMC methods for mixed membership and exponential random graph models, or do we need to resort to approximations such as those involved in the variational approximation employed by [8; 9]? For ERGM models a newly updated suite of programs and documentation is now available [138; 157; 224; ”
- ergm: A Package to Fit, Simulate and Diagnose Exponential-Family Models for Networks. (2008, methodology): “…yet realistic school (or middle school-high school pair) in the United States, and each edge indicates a mutual friendship in which each node named the other as one of his or her top five male or top five female friends; see the appendix in Goodreau et al. (2008a) for the origin of this data set.”
- statnet: Software Tools for the Representation, Visualization, Analysis and Simulation of Network Data. (2008, methodology): “But the same outcome may arise from an alternative underlying process – for example, a propensity for within-group partners leads to triad closure when groups are small (Goodreau, Kitts, and Morris 2008b), and this would lead to a model with terms for the relative frequency of within-group ties.”
- Specification of Exponential-Family Random Graph Models: Terms and Computational Aspects. (2008, background): “See Hunter et al. (2008b) and Goodreau, Handcock, Hunter, Butts, and Morris (2008a) for examples of these functions.”