Clustering and Model Selection with the Integrated Classification Likelihood
Overview
An ensemble of algorithms that enable the clustering of networks and data matrices (such as counts, categorical or continuous) with different type of generative models. Model selection and clustering is performed in combination by optimizing the Integrated Classification Likelihood (which is equivalent to minimizing the description length). Several models are available such as: Stochastic Block Model, degree corrected Stochastic Block Model, Mixtures of Multinomial, Latent Block Model. The optimization is performed thanks to a combination of greedy local search and a genetic algorithm (see arXiv:2002:11577 for more details).
- only small change in doc to comply with CRAN notes
From NEWS.md in the release
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- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
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- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 93includes a package overview page
- Examples that run
- 100%32 run in a plain check
- Exported functions with examples
- 63%
- Documented parameters
- 98%
- Return-value docs
- 94%
- Help pages citing references
- 11%
- greed HTML
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- PRs merged (all time)
- 94%
- Median days to close, 50 most recently updated closed issues
- 27
- Median days to close, 50 most recently updated closed PRs
- 0
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9 development-tooling and community-health practices detected across 5 families in the upstream repository
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Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 0.6.2Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 0.6.12022-10-04 · diff ↗
- RR 4.2.0 released · 2022-04-22
- 0.6.02022-03-18 · diff ↗ ·
removed 3 exports
graph_balance, greed_cond, nodelinklabadded 31 exports
CombinedModels, DcLbm, DcLbmPrior, DcSbm, DcSbmPrior, DiagGmm, DiagGmmPrior, Genetic, Gmm, GmmPrior, Hybrid, ICL, K, Lca, LcaPrior, MoM, MoMPrior, MoR, MoRPrior, MultSbm, MultSbmPrior, Multistarts, Sbm, SbmPrior, Seed, available_algorithms, available_models, clustering, extractSubModel, prior and 1 more - RR 4.1.0 released · 2021-05-18
- 0.5.1
- 0.5.02021-04-21
- RR 4.0.0 released · 2020-04-24
Package metadata
- First published
- 2021-04-21
- Total releases
- 5 / 5 yrs
- License
- GPL
- Minimum R
- ≥ 3.5.0
- Bundled data
- 582 KB / 10 files
- Download size
- 1.2 MB
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It points to 10.1007/s11634-021-00440-z.
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