nett

Network Analysis and Community Detection

v1.0.0 · Nov 9, 2022 · MIT + file LICENSE

Description

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) <arXiv:2012.15047> Le and Levina (2022) <doi:10.1214/21-EJS1971>.

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r-devel-linux-x86_64-debian-clang	NOTE	332.4s
r-devel-linux-x86_64-debian-gcc	NOTE	210.7s
r-devel-linux-x86_64-fedora-clang	NOTE	514.3s
r-devel-linux-x86_64-fedora-gcc	NOTE	517.4s
r-devel-macos-arm64	NOTE	91s
r-devel-windows-x86_64	NOTE	556s
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r-oldrel-windows-x86_64	NOTE	655s
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r-release-linux-x86_64	NOTE	312.3s
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r-release-windows-x86_64	NOTE	574s

Check details (16 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Arash A. Amini <aaamini@ucla.edu>’

The Description field contains
  <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <arXiv:2012.15047> Le
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Arash A. Amini <aaamini@ucla.edu>’

The Description field contains
  <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <arXiv:2012.15047> Le
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Arash A. Amini <aaamini@ucla.edu>’

The Description field contains
  <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <arXiv:2012.15047> Le
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Arash A. Amini <aaamini@ucla.edu>’

The Description field contains
  <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <arXiv:2012.15047> Le
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) spec_clust.Rd:33: Lost braces; missing escapes or markup?
    33 | A label vector of size n x 1 with elements in {1,2,...,K}
       |                                               ^

Dependency Network

Version History

new 1.0.0 Mar 9, 2026

Maintainer

Arash A. Amini

Dependencies

Depends

R (>= 2.10)

Imports

magrittr Rcpp Matrix foreach methods stats grDevices graphics

Suggests

testthat knitr rmarkdown igraph ggplot2 dplyr tidyr tibble mixtools EnvStats purrr RSpectra

Compilation

Needs compilation

First Published

Mar 9, 2026

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