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