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nett: Network Analysis and Community Detection

Features tools for the network data analysis and community detection. Provides multiple methods for fitting, model selection and goodness-of-fit testing in degree-corrected stochastic blocks models. Most of the computations are fast and scalable for sparse networks, esp. for Poisson versions of the models. Implements the following: Amini, Chen, Bickel and Levina (2013) <doi:10.1214/13-AOS1138> Bickel and Sarkar (2015) <doi:10.1111/rssb.12117> Lei (2016) <doi:10.1214/15-AOS1370> Wang and Bickel (2017) <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <doi:10.48550/arXiv.2012.15047> Le and Levina (2022) <doi:10.1214/21-EJS1971>.

Version: 1.0.0
Depends: R (≥ 2.10)
Imports: magrittr, Rcpp, Matrix, foreach, methods, stats, grDevices, graphics
LinkingTo: Rcpp, RcppArmadillo
Suggests: testthat, knitr, rmarkdown, igraph, ggplot2, dplyr, tidyr, tibble, mixtools, EnvStats, purrr, RSpectra
Published: 2022-11-09
DOI: 10.32614/CRAN.package.nett
Author: Arash A. Amini ORCID iD [aut, cre], Linfan Zhang [aut]
Maintainer: Arash A. Amini <aaamini at ucla.edu>
BugReports: https://github.com/aaamini/nett/issues
License: MIT + file LICENSE
URL: https://github.com/aaamini/nett
NeedsCompilation: yes
Materials: README
CRAN checks: nett results

Documentation:

Reference manual: nett.pdf
Vignettes: Community detection
Visualization
explore-comm
hard_dcsbm_testing

Downloads:

Package source: nett_1.0.0.tar.gz
Windows binaries: r-devel: nett_1.0.0.zip, r-release: nett_1.0.0.zip, r-oldrel: nett_1.0.0.zip
macOS binaries: r-release (arm64): nett_1.0.0.tgz, r-oldrel (arm64): nett_1.0.0.tgz, r-release (x86_64): nett_1.0.0.tgz, r-oldrel (x86_64): nett_1.0.0.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=nett to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.