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cencrne

1.0.0

Consistent Estimation of the Number of Communities via Regularized Network Embedding

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Overview

About
Maintained by Mingyang RenFirst published 2023-01-091 releasesCRAN page ↗

The network analysis plays an important role in numerous application domains including biomedicine. Estimation of the number of communities is a fundamental and critical issue in network analysis. Most existing studies assume that the number of communities is known a priori, or lack of rigorous theoretical guarantee on the estimation consistency. This method proposes a regularized network embedding model to simultaneously estimate the community structure and the number of communities in a unified formulation. The proposed model equips network embedding with a novel composite regularization term, which pushes the embedding vector towards its center and collapses similar community centers with each other. A rigorous theoretical analysis is conducted, establishing asymptotic consistency in terms of community detection and estimation of the number of communities. Reference: Ren, M., Zhang S. and Wang J. (2022). "Consistent Estimation of the Number of Communities via Regularized Network Embedding". Biometrics, doi:10.1111/biom.13815.

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2NOTE11OK
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  • NOTE r-devel-linux-x86_64-fedora-clang
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Tests · ratio 0.00
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Coverage
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Documentation · exports
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Dependencies · direct
Check history
  • NOTE2026-03-10
    12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

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Documentation
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Examples that run
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Documented parameters
100%
Return-value docs
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References docs
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Dependencies

Declared dependencies
2 external dependencies (excludes base and recommended)
Depends (1)
R >= 3.5.0
Imports (2)
MASSMatrix
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none
Suggests (2)
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Maintainer (1)
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Authors (3)
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Package Timeline

1 release. R releases are shown for context.

  • R
    R 4.6.0 released · 2026-04-24
  • 1.0.0Latest
    2026-03-10 · current release
  • R
    R 4.5.0 released · 2025-04-11

Package metadata

First published
2023-01-09
Total releases
1 / 3 yrs
License
GPL-2 OSI
Minimum R
≥ 3.5.0
Bundled data
1.2 MB / 1 file
Download size
1.2 MB
Installed size
not tracked yet
With dependencies
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