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networksis: A Package to Simulate Bipartite Graphs with Fixed Marginals Through Sequential Importance Sampling. | LitMetric

networksis: A Package to Simulate Bipartite Graphs with Fixed Marginals Through Sequential Importance Sampling.

J Stat Softw

Department of Statistics, University of Washington, Seattle WA 98195-4332, United States of America.

Published: February 2008

The ability to simulate graphs with given properties is important for the analysis of social networks. Sequential importance sampling has been shown to be particularly effective in estimating the number of graphs adhering to fixed marginals and in estimating the null distribution of graph statistics. This paper describes the package for R and how its simulate and simulate_sis functions can be used to address both of these tasks as well as generate initial graphs for Markov chain Monte Carlo simulations.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5679483PMC
http://dx.doi.org/10.18637/jss.v024.i08DOI Listing

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