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CluGen

Multidimensional cluster generation in Julia

https://github.com/clugen/clugen.jl

Science Score: 57.0%

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  • ✓
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    DOI references
    Found 4 DOI reference(s) in README
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    Low similarity (10.8%) to scientific vocabulary

Keywords

julia julia-package multidimensional-clusters multidimensional-data synthetic-clusters synthetic-data-generator synthetic-dataset-generation

Keywords from Contributors

standardization
Last synced: 6 months ago · JSON representation ·

Repository

Multidimensional cluster generation in Julia

Basic Info
Statistics
  • Stars: 8
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 6
Topics
julia julia-package multidimensional-clusters multidimensional-data synthetic-clusters synthetic-data-generator synthetic-dataset-generation
Created over 5 years ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md

Tests codecov version pkgeval docs MIT

CluGen.jl

CluGen.jl is a Julia implementation of the clugen algorithm for generating multidimensional clusters with arbitrary distributions. Each cluster is supported by a line segment, the position, orientation and length of which guide where the respective points are placed.

See the documentation and examples for more details.

Installation

julia Pkg.add("CluGen")

Quick start

julia using CluGen, Plots

julia o = clugen(2, 4, 400, [1, 0], pi / 8, [20, 10], 10, 1, 1.5) p = plot(o.points[:, 1], o.points[:, 2], seriestype=:scatter, group=o.clusters)

2D example

julia o = clugen(3, 4, 1000, [1, 0, 1], pi / 8, [20, 15, 25], 16, 4, 3.5) p = plot(o.points[:, 1], o.points[:, 2], o.points[:, 3], seriestype=:scatter, group=o.clusters)

3D example

See also

  • pyclugen, a Python implementation of the clugen algorithm.
  • clugenr, an R implementation of the clugen algorithm.
  • MOCluGen, a MATLAB/Octave implementation of the clugen algorithm.

Reference

If you use this software, please cite the following reference:

License

MIT License

Owner

  • Name: clugen
  • Login: clugen
  • Kind: organization

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: CluGen.jl
message: >-
  If you use this software, please cite it using the
  metadata from this file.
type: software
authors:
  - given-names: Nuno
    family-names: Fachada
    email: nuno.fachada@ulusofona.pt
    affiliation: 'Lusófona University, COPELABS'
    orcid: 'https://orcid.org/0000-0002-8487-5837'
  - given-names: Diogo
    family-names: de Andrade
    email: diogo.andrade@ulusofona.pt
    affiliation: 'Lusófona University, COPELABS'
    orcid: 'https://orcid.org/0000-0001-9180-0545'
repository-code: 'https://github.com/clugen/CluGen.jl/'
abstract: >-
  CluGen.jl is a modular procedure for synthetic data
  generation, capable of creating multidimensional clusters
  supported by line segments using arbitrary distributions.
keywords:
  - synthetic data
  - data generation
  - clustering
  - multidimensional data
license: MIT
preferred-citation:
  type: article
  authors:
    - given-names: Nuno
      family-names: Fachada
      email: nuno.fachada@ulusofona.pt
      affiliation: 'Lusófona University, COPELABS'
      orcid: 'https://orcid.org/0000-0002-8487-5837'
    - given-names: Diogo
      family-names: de Andrade
      email: diogo.andrade@ulusofona.pt
      affiliation: 'Lusófona University, COPELABS'
      orcid: 'https://orcid.org/0000-0001-9180-0545'
  title: Generating multidimensional clusters with support lines
  journal: Knowledge-Based Systems
  doi: 10.1016/j.knosys.2023.110836
  volume: 277
  start: 110836
  month: 10
  year: 2023
  url: 'https://doi.org/10.1016/j.knosys.2023.110836'
  publisher:
    name: Elsevier

GitHub Events

Total
Last Year

Committers

Last synced: 8 months ago

All Time
  • Total Commits: 405
  • Total Committers: 3
  • Avg Commits per committer: 135.0
  • Development Distribution Score (DDS): 0.007
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Nuno Fachada f****n@f****m 402
Diogo de Andrade d****e@u****t 2
github-actions[bot] 4****] 1
Committer Domains (Top 20 + Academic)
ulusofona.pt: 1 fakenmc.com: 1

Issues and Pull Requests

Last synced: 8 months ago

All Time
  • Total issues: 1
  • Total pull requests: 1
  • Average time to close issues: less than a minute
  • Average time to close pull requests: about 15 hours
  • Total issue authors: 1
  • Total pull request authors: 1
  • Average comments per issue: 7.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 1
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • JuliaTagBot (1)
Pull Request Authors
  • github-actions[bot] (1)
Top Labels
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Packages

  • Total packages: 1
  • Total downloads: unknown
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 6
juliahub.com: CluGen

Multidimensional cluster generation in Julia

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 9.9%
Average: 38.8%
Dependent packages count: 38.9%
Stargazers count: 52.9%
Forks count: 53.5%
Last synced: 6 months ago

Dependencies

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