Science Score: 57.0%
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✓CITATION.cff file
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✓codemeta.json file
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✓.zenodo.json file
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✓DOI references
Found 4 DOI reference(s) in README -
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○Scientific vocabulary similarity
Low similarity (13.8%) to scientific vocabulary
Keywords
Repository
Multidimensional cluster generation in MATLAB/Octave
Basic Info
- Host: GitHub
- Owner: clugen
- License: mit
- Language: MATLAB
- Default Branch: main
- Homepage: https://clugen.github.io/MOCluGen/
- Size: 11.3 MB
Statistics
- Stars: 5
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 7
Topics
Metadata Files
README.md
MOCluGen
Summary
MOCluGen is a MATLAB/Octave 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.
Install and use
Download the most recent version from the releases page or clone the development version with following command:
text
$ git clone https://github.com/clugen/MOCluGen.git
Open MATLAB or GNU Octave and cd into the project's folder, and run the
startup.m script:
```matlab
startup ```
MOCluGen can now be used, e.g:
```matlab
o = clugen(2, 4, 400, [1 0], pi / 8, [50, 10], 20, 1, 2, 'seed', 123); scatter(o.points(:, 1), o.points(:, 2), 36, o.clusters, 'filled', 'MarkerEdgeColor', 'k'); ```
```matlab
o = clugen(3, 4, 1000, [1 0 0], pi / 8, [20 15 25], 16, 4, 3.5, 'seed', 123); scatter3(o.points(:, 1), o.points(:, 2), o.points(:, 3), 36, o.clusters, 'filled', 'MarkerEdgeColor', 'k'); ```
See also
- pyclugen, a Python implementation of the clugen algorithm.
- CluGen.jl, a Julia implementation of the clugen algorithm.
- clugenr, an R implementation of the clugen algorithm.
Reference
If you use this software, please cite the following reference:
- Fachada, N. & de Andrade, D. (2023). Generating multidimensional clusters with support lines. Knowledge-Based Systems, 277, 110836. https://doi.org/10.1016/j.knosys.2023.110836 (arXiv preprint)
License
Owner
- Name: clugen
- Login: clugen
- Kind: organization
- Repositories: 3
- Profile: https://github.com/clugen
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: MOCluGen
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'
repository-code: 'https://github.com/clugen/MOCluGen/'
abstract: >-
MOCluGen 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
- Watch event: 1
Last Year
- Watch event: 1
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Nuno Fachada | f****n@f****m | 262 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 0
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 0
- Total 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
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
Top Authors
Issue Authors
Pull Request Authors
Top Labels
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Packages
- Total packages: 2
- Total downloads: unknown
-
Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 0
(may contain duplicates) - Total versions: 14
proxy.golang.org: github.com/clugen/moclugen
- Documentation: https://pkg.go.dev/github.com/clugen/moclugen#section-documentation
- License: mit
-
Latest release: v1.0.2
published over 1 year ago
Rankings
proxy.golang.org: github.com/clugen/MOCluGen
- Documentation: https://pkg.go.dev/github.com/clugen/MOCluGen#section-documentation
- License: mit
-
Latest release: v1.0.2
published over 1 year ago