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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13 NOTE

Show all 13 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	331.6s
r-devel-linux-x86_64-debian-gcc	NOTE	228.2s
r-devel-linux-x86_64-fedora-clang	NOTE	551.1s
r-devel-linux-x86_64-fedora-gcc	NOTE	608.6s
r-devel-windows-x86_64	NOTE	556s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	338s
r-oldrel-windows-x86_64	NOTE	687s
r-patched-linux-x86_64	NOTE	312.3s
r-release-linux-x86_64	NOTE
r-release-macos-arm64	NOTE	87s
r-release-macos-x86_64	NOTE	363s
r-release-windows-x86_64	NOTE	550s

Check details (15 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-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}
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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}
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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 · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 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}
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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}
       |                                               ^

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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}
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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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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}
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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}
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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}
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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}
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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}
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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}
       |                                               ^

ERROR 0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 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>.

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

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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}
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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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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}
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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}
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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}
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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}
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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}
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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}
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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}
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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 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 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}
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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}
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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}
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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

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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}
       |                                               ^

ERROR 0 OK · 13 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 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

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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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Rd files

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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/nett.Rcheck/00install.out' for details.

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}
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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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    33 | A label vector of size n x 1 with elements in {1,2,...,K}
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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}
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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}
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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}
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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 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 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

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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

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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

1 tracked

new 1.0.0 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Nov 9, 2022. Releases before tracking aren’t shown.

People

Arash A. Amini author maintainer
Linfan Zhang author

Available on

CRAN r2u Bioconductor autoCRAN COPR

Dependencies

Depends

R (>= 2.10)

Imports

magrittr Rcpp Matrix foreachmethodsstatsgrDevicesgraphics

Suggests

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

Compilation

Needs compilation

First Published

Nov 9, 2022

First appeared in R 4.2.2 · current R 4.6.1

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