Package: NetMix 0.2.0.3

Santiago Olivella

NetMix: Dynamic Mixed-Membership Network Regression Model

Stochastic collapsed variational inference on mixed-membership stochastic blockmodel for networks, incorporating node-level predictors of mixed-membership vectors, as well as dyad-level predictors. For networks observed over time, the model defines a hidden Markov process that allows the effects of node-level predictors to evolve in discrete, historical periods. In addition, the package offers a variety of utilities for exploring results of estimation, including tools for conducting posterior predictive checks of goodness-of-fit and several plotting functions. The package implements methods described in Olivella, Pratt and Imai (2019) 'Dynamic Stochastic Blockmodel Regression for Social Networks: Application to International Conflicts', available at <https://www.santiagoolivella.info/pdfs/socnet.pdf>.

Authors:Santiago Olivella [aut, cre], Adeline Lo [aut], Tyler Pratt [aut], Kosuke Imai [ctb]

NetMix_0.2.0.3.tar.gz
NetMix_0.2.0.3.tar.gz(r-4.7-arm64)NetMix_0.2.0.3.tar.gz(r-4.7-x86_64)NetMix_0.2.0.3.tar.gz(r-4.6-arm64)NetMix_0.2.0.3.tar.gz(r-4.6-x86_64)
NetMix_0.2.0.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
NetMix/json (API)
NEWS

# Install 'NetMix' in R:
install.packages('NetMix', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/solivella/netmix/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • lazega_dyadic - Dyadic predictors in the Lazega friendship network (Lazega 2001).
  • lazega_monadic - Monadic predictors in the Lazega friendship network (Lazega 2001).

On CRAN:

Conda:

openblascppopenmp

2.26 score 1 stars 36 scripts 197 downloads 16 exports 19 dependencies

Last updated from:f6a7f6c146. Checks:6 OK. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-arm64OK214
linux-devel-x86_64OK148
source / vignettesOK195
linux-release-arm64OK160
linux-release-x86_64OK170
wasm-releaseOK140

Exports:alphaGradalphaLBoundapproxBcoef.mmsbmcovFXgetZgofgof.mmsbmhead.mmsbmmmsbmmmsbm_fitplot.mmsbmpredict.mmsbmsimulate.mmsbmsummary.mmsbmvcov.mmsbm

Dependencies:cliclueclustercpp11gluegtoolsigraphlatticeldalifecyclemagrittrMASSMatrixpkgconfigpoisbinomRcppRcppArmadillorlangvctrs